Merge 317300bdba9e07e7fa9d9b04dcdc0ecab2d4744a into 55294328564e6eda2b667dc4751a211e6feb2b74

* Change order of deletion

* Add debug log for camera enabled

* Add more face debug logs

* Set jetson numpy version

docker/tensorrt/Dockerfile.amd64

@@ -21,7 +21,7 @@ FROM deps AS frigate-tensorrt
 ARG PIP_BREAK_SYSTEM_PACKAGES
 
 RUN --mount=type=bind,from=trt-wheels,source=/trt-wheels,target=/deps/trt-wheels \
-    pip3 uninstall -y onnxruntime tensorflow-cpu \
+    pip3 uninstall -y onnxruntime \
     && pip3 install -U /deps/trt-wheels/*.whl
 
 COPY --from=rootfs / /

docker/tensorrt/requirements-arm64.txt

@@ -1 +1,2 @@
 cuda-python == 12.6.*; platform_machine == 'aarch64'
+numpy == 1.26.*; platform_machine == 'aarch64'

frigate/api/app.py

@@ -37,7 +37,6 @@ from frigate.stats.prometheus import get_metrics, update_metrics
 from frigate.util.builtin import (
     clean_camera_user_pass,
     flatten_config_data,
-    get_tz_modifiers,
     process_config_query_string,
     update_yaml_file_bulk,
 )
@@ -48,6 +47,7 @@ from frigate.util.services import (
     restart_frigate,
     vainfo_hwaccel,
 )
+from frigate.util.time import get_tz_modifiers
 from frigate.version import VERSION
 
 logger = logging.getLogger(__name__)
@@ -403,12 +403,13 @@ def config_set(request: Request, body: AppConfigSetBody):
                     settings,
                 )
             else:
-                # Handle nested config updates (e.g., config/classification/custom/{name})
+                # Generic handling for global config updates
                 settings = config.get_nested_object(body.update_topic)
-                if settings:
-                    request.app.config_publisher.publisher.publish(
-                        body.update_topic, settings
-                    )
+
+                # Publish None for removal, actual config for add/update
+                request.app.config_publisher.publisher.publish(
+                    body.update_topic, settings
+                )
 
     return JSONResponse(
         content=(

frigate/api/classification.py

@@ -31,7 +31,7 @@ from frigate.api.defs.response.generic_response import GenericResponse
 from frigate.api.defs.tags import Tags
 from frigate.config import FrigateConfig
 from frigate.config.camera import DetectConfig
-from frigate.const import CLIPS_DIR, FACE_DIR
+from frigate.const import CLIPS_DIR, FACE_DIR, MODEL_CACHE_DIR
 from frigate.embeddings import EmbeddingsContext
 from frigate.models import Event
 from frigate.util.classification import (
@@ -804,3 +804,46 @@ async def generate_object_examples(request: Request, body: GenerateObjectExample
         content={"success": True, "message": "Example generation completed"},
         status_code=200,
     )
+
+
+@router.delete(
+    "/classification/{name}",
+    response_model=GenericResponse,
+    dependencies=[Depends(require_role(["admin"]))],
+    summary="Delete a classification model",
+    description="""Deletes a specific classification model and all its associated data.
+    The name must exist in the classification models. Returns a success message or an error if the name is invalid.""",
+)
+def delete_classification_model(request: Request, name: str):
+    config: FrigateConfig = request.app.frigate_config
+
+    if name not in config.classification.custom:
+        return JSONResponse(
+            content=(
+                {
+                    "success": False,
+                    "message": f"{name} is not a known classification model.",
+                }
+            ),
+            status_code=404,
+        )
+
+    # Delete the classification model's data directory in clips
+    data_dir = os.path.join(CLIPS_DIR, sanitize_filename(name))
+    if os.path.exists(data_dir):
+        shutil.rmtree(data_dir)
+
+    # Delete the classification model's files in model_cache
+    model_dir = os.path.join(MODEL_CACHE_DIR, sanitize_filename(name))
+    if os.path.exists(model_dir):
+        shutil.rmtree(model_dir)
+
+    return JSONResponse(
+        content=(
+            {
+                "success": True,
+                "message": f"Successfully deleted classification model {name}.",
+            }
+        ),
+        status_code=200,
+    )

frigate/api/event.py

@@ -57,8 +57,8 @@ from frigate.const import CLIPS_DIR, TRIGGER_DIR
 from frigate.embeddings import EmbeddingsContext
 from frigate.models import Event, ReviewSegment, Timeline, Trigger
 from frigate.track.object_processing import TrackedObject
-from frigate.util.builtin import get_tz_modifiers
 from frigate.util.path import get_event_thumbnail_bytes
+from frigate.util.time import get_tz_modifiers
 
 logger = logging.getLogger(__name__)
 

frigate/api/export.py

@@ -34,7 +34,7 @@ from frigate.record.export import (
     PlaybackSourceEnum,
     RecordingExporter,
 )
-from frigate.util.builtin import is_current_hour
+from frigate.util.time import is_current_hour
 
 logger = logging.getLogger(__name__)
 

frigate/api/media.py

@@ -44,9 +44,9 @@ from frigate.const import (
 )
 from frigate.models import Event, Previews, Recordings, Regions, ReviewSegment
 from frigate.track.object_processing import TrackedObjectProcessor
-from frigate.util.builtin import get_tz_modifiers
 from frigate.util.image import get_image_from_recording
 from frigate.util.path import get_event_thumbnail_bytes
+from frigate.util.time import get_tz_modifiers
 
 logger = logging.getLogger(__name__)
 

frigate/api/review.py

@@ -36,7 +36,7 @@ from frigate.config import FrigateConfig
 from frigate.embeddings import EmbeddingsContext
 from frigate.models import Recordings, ReviewSegment, UserReviewStatus
 from frigate.review.types import SeverityEnum
-from frigate.util.builtin import get_tz_modifiers
+from frigate.util.time import get_dst_transitions, get_tz_modifiers
 
 logger = logging.getLogger(__name__)
 
@@ -329,89 +329,135 @@ async def review_summary(
             )
         clauses.append(reduce(operator.or_, label_clauses))
 
-    day_in_seconds = 60 * 60 * 24
-    last_month_query = (
+    # Find the time range of available data
+    time_range_query = (
         ReviewSegment.select(
-            fn.strftime(
-                "%Y-%m-%d",
-                fn.datetime(
-                    ReviewSegment.start_time,
-                    "unixepoch",
-                    hour_modifier,
-                    minute_modifier,
-                ),
-            ).alias("day"),
-            fn.SUM(
-                Case(
-                    None,
-                    [
-                        (
-                            (ReviewSegment.severity == SeverityEnum.alert)
-                            & (UserReviewStatus.has_been_reviewed == True),
-                            1,
-                        )
-                    ],
-                    0,
-                )
-            ).alias("reviewed_alert"),
-            fn.SUM(
-                Case(
-                    None,
-                    [
-                        (
-                            (ReviewSegment.severity == SeverityEnum.detection)
-                            & (UserReviewStatus.has_been_reviewed == True),
-                            1,
-                        )
-                    ],
-                    0,
-                )
-            ).alias("reviewed_detection"),
-            fn.SUM(
-                Case(
-                    None,
-                    [
-                        (
-                            (ReviewSegment.severity == SeverityEnum.alert),
-                            1,
-                        )
-                    ],
-                    0,
-                )
-            ).alias("total_alert"),
-            fn.SUM(
-                Case(
-                    None,
-                    [
-                        (
-                            (ReviewSegment.severity == SeverityEnum.detection),
-                            1,
-                        )
-                    ],
-                    0,
-                )
-            ).alias("total_detection"),
-        )
-        .left_outer_join(
-            UserReviewStatus,
-            on=(
-                (ReviewSegment.id == UserReviewStatus.review_segment)
-                & (UserReviewStatus.user_id == user_id)
-            ),
+            fn.MIN(ReviewSegment.start_time).alias("min_time"),
+            fn.MAX(ReviewSegment.start_time).alias("max_time"),
         )
         .where(reduce(operator.and_, clauses) if clauses else True)
-        .group_by(
-            (ReviewSegment.start_time + seconds_offset).cast("int") / day_in_seconds
-        )
-        .order_by(ReviewSegment.start_time.desc())
+        .dicts()
+        .get()
     )
 
+    min_time = time_range_query.get("min_time")
+    max_time = time_range_query.get("max_time")
+
     data = {
         "last24Hours": last_24_query,
     }
 
-    for e in last_month_query.dicts().iterator():
-        data[e["day"]] = e
+    # If no data, return early
+    if min_time is None or max_time is None:
+        return JSONResponse(content=data)
+
+    # Get DST transition periods
+    dst_periods = get_dst_transitions(params.timezone, min_time, max_time)
+
+    day_in_seconds = 60 * 60 * 24
+
+    # Query each DST period separately with the correct offset
+    for period_start, period_end, period_offset in dst_periods:
+        # Calculate hour/minute modifiers for this period
+        hours_offset = int(period_offset / 60 / 60)
+        minutes_offset = int(period_offset / 60 - hours_offset * 60)
+        period_hour_modifier = f"{hours_offset} hour"
+        period_minute_modifier = f"{minutes_offset} minute"
+
+        # Build clauses including time range for this period
+        period_clauses = clauses.copy()
+        period_clauses.append(
+            (ReviewSegment.start_time >= period_start)
+            & (ReviewSegment.start_time <= period_end)
+        )
+
+        period_query = (
+            ReviewSegment.select(
+                fn.strftime(
+                    "%Y-%m-%d",
+                    fn.datetime(
+                        ReviewSegment.start_time,
+                        "unixepoch",
+                        period_hour_modifier,
+                        period_minute_modifier,
+                    ),
+                ).alias("day"),
+                fn.SUM(
+                    Case(
+                        None,
+                        [
+                            (
+                                (ReviewSegment.severity == SeverityEnum.alert)
+                                & (UserReviewStatus.has_been_reviewed == True),
+                                1,
+                            )
+                        ],
+                        0,
+                    )
+                ).alias("reviewed_alert"),
+                fn.SUM(
+                    Case(
+                        None,
+                        [
+                            (
+                                (ReviewSegment.severity == SeverityEnum.detection)
+                                & (UserReviewStatus.has_been_reviewed == True),
+                                1,
+                            )
+                        ],
+                        0,
+                    )
+                ).alias("reviewed_detection"),
+                fn.SUM(
+                    Case(
+                        None,
+                        [
+                            (
+                                (ReviewSegment.severity == SeverityEnum.alert),
+                                1,
+                            )
+                        ],
+                        0,
+                    )
+                ).alias("total_alert"),
+                fn.SUM(
+                    Case(
+                        None,
+                        [
+                            (
+                                (ReviewSegment.severity == SeverityEnum.detection),
+                                1,
+                            )
+                        ],
+                        0,
+                    )
+                ).alias("total_detection"),
+            )
+            .left_outer_join(
+                UserReviewStatus,
+                on=(
+                    (ReviewSegment.id == UserReviewStatus.review_segment)
+                    & (UserReviewStatus.user_id == user_id)
+                ),
+            )
+            .where(reduce(operator.and_, period_clauses))
+            .group_by(
+                (ReviewSegment.start_time + period_offset).cast("int") / day_in_seconds
+            )
+            .order_by(ReviewSegment.start_time.desc())
+        )
+
+        # Merge results from this period
+        for e in period_query.dicts().iterator():
+            day_key = e["day"]
+            if day_key in data:
+                # Merge counts if day already exists (edge case at DST boundary)
+                data[day_key]["reviewed_alert"] += e["reviewed_alert"] or 0
+                data[day_key]["reviewed_detection"] += e["reviewed_detection"] or 0
+                data[day_key]["total_alert"] += e["total_alert"] or 0
+                data[day_key]["total_detection"] += e["total_detection"] or 0
+            else:
+                data[day_key] = e
 
     return JSONResponse(content=data)
 

frigate/data_processing/real_time/face.py

@@ -166,6 +166,7 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
         camera = obj_data["camera"]
 
         if not self.config.cameras[camera].face_recognition.enabled:
+            logger.debug(f"Face recognition disabled for camera {camera}, skipping")
             return
 
         start = datetime.datetime.now().timestamp()
@@ -208,6 +209,7 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
             person_box = obj_data.get("box")
 
             if not person_box:
+                logger.debug(f"No person box available for {id}")
                 return
 
             rgb = cv2.cvtColor(frame, cv2.COLOR_YUV2RGB_I420)
@@ -233,7 +235,8 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
 
             try:
                 face_frame = cv2.cvtColor(face_frame, cv2.COLOR_RGB2BGR)
-            except Exception:
+            except Exception as e:
+                logger.debug(f"Failed to convert face frame color for {id}: {e}")
                 return
         else:
             # don't run for object without attributes
@@ -251,6 +254,7 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
 
             # no faces detected in this frame
             if not face:
+                logger.debug(f"No face attributes found for {id}")
                 return
 
             face_box = face.get("box")
@@ -274,6 +278,7 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
         res = self.recognizer.classify(face_frame)
 
         if not res:
+            logger.debug(f"Face recognizer returned no result for {id}")
             self.__update_metrics(datetime.datetime.now().timestamp() - start)
             return
 
@@ -330,6 +335,7 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
     def handle_request(self, topic, request_data) -> dict[str, Any] | None:
         if topic == EmbeddingsRequestEnum.clear_face_classifier.value:
             self.recognizer.clear()
+            return {"success": True, "message": "Face classifier cleared."}
         elif topic == EmbeddingsRequestEnum.recognize_face.value:
             img = cv2.imdecode(
                 np.frombuffer(base64.b64decode(request_data["image"]), dtype=np.uint8),

frigate/embeddings/maintainer.py

@@ -158,11 +158,13 @@ class EmbeddingMaintainer(threading.Thread):
         self.realtime_processors: list[RealTimeProcessorApi] = []
 
         if self.config.face_recognition.enabled:
+            logger.debug("Face recognition enabled, initializing FaceRealTimeProcessor")
             self.realtime_processors.append(
                 FaceRealTimeProcessor(
                     self.config, self.requestor, self.event_metadata_publisher, metrics
                 )
             )
+            logger.debug("FaceRealTimeProcessor initialized successfully")
 
         if self.config.classification.bird.enabled:
             self.realtime_processors.append(
@@ -283,44 +285,65 @@ class EmbeddingMaintainer(threading.Thread):
         logger.info("Exiting embeddings maintenance...")
 
     def _check_classification_config_updates(self) -> None:
-        """Check for classification config updates and add new processors."""
+        """Check for classification config updates and add/remove processors."""
         topic, model_config = self.classification_config_subscriber.check_for_update()
 
-        if topic and model_config:
+        if topic:
             model_name = topic.split("/")[-1]
-            self.config.classification.custom[model_name] = model_config
 
-            # Check if processor already exists
-            for processor in self.realtime_processors:
-                if isinstance(
-                    processor,
-                    (
-                        CustomStateClassificationProcessor,
-                        CustomObjectClassificationProcessor,
-                    ),
-                ):
-                    if processor.model_config.name == model_name:
-                        logger.debug(
-                            f"Classification processor for model {model_name} already exists, skipping"
+            if model_config is None:
+                self.realtime_processors = [
+                    processor
+                    for processor in self.realtime_processors
+                    if not (
+                        isinstance(
+                            processor,
+                            (
+                                CustomStateClassificationProcessor,
+                                CustomObjectClassificationProcessor,
+                            ),
                         )
-                        return
+                        and processor.model_config.name == model_name
+                    )
+                ]
 
-            if model_config.state_config is not None:
-                processor = CustomStateClassificationProcessor(
-                    self.config, model_config, self.requestor, self.metrics
+                logger.info(
+                    f"Successfully removed classification processor for model: {model_name}"
                 )
             else:
-                processor = CustomObjectClassificationProcessor(
-                    self.config,
-                    model_config,
-                    self.event_metadata_publisher,
-                    self.metrics,
-                )
+                self.config.classification.custom[model_name] = model_config
 
-            self.realtime_processors.append(processor)
-            logger.info(
-                f"Added classification processor for model: {model_name} (type: {type(processor).__name__})"
-            )
+                # Check if processor already exists
+                for processor in self.realtime_processors:
+                    if isinstance(
+                        processor,
+                        (
+                            CustomStateClassificationProcessor,
+                            CustomObjectClassificationProcessor,
+                        ),
+                    ):
+                        if processor.model_config.name == model_name:
+                            logger.debug(
+                                f"Classification processor for model {model_name} already exists, skipping"
+                            )
+                            return
+
+                if model_config.state_config is not None:
+                    processor = CustomStateClassificationProcessor(
+                        self.config, model_config, self.requestor, self.metrics
+                    )
+                else:
+                    processor = CustomObjectClassificationProcessor(
+                        self.config,
+                        model_config,
+                        self.event_metadata_publisher,
+                        self.metrics,
+                    )
+
+                self.realtime_processors.append(processor)
+                logger.info(
+                    f"Added classification processor for model: {model_name} (type: {type(processor).__name__})"
+                )
 
     def _process_requests(self) -> None:
         """Process embeddings requests"""

frigate/genai/openai.py

@@ -91,7 +91,7 @@ class OpenAIClient(GenAIClient):
 
         # Default to 128K for ChatGPT models, 8K for others
         model_name = self.genai_config.model.lower()
-        if "gpt-4o" in model_name:
+        if "gpt" in model_name:
             self.context_size = 128000
         else:
             self.context_size = 8192

frigate/record/cleanup.py

@@ -14,7 +14,8 @@ from frigate.config import CameraConfig, FrigateConfig, RetainModeEnum
 from frigate.const import CACHE_DIR, CLIPS_DIR, MAX_WAL_SIZE, RECORD_DIR
 from frigate.models import Previews, Recordings, ReviewSegment, UserReviewStatus
 from frigate.record.util import remove_empty_directories, sync_recordings
-from frigate.util.builtin import clear_and_unlink, get_tomorrow_at_time
+from frigate.util.builtin import clear_and_unlink
+from frigate.util.time import get_tomorrow_at_time
 
 logger = logging.getLogger(__name__)
 

frigate/record/export.py

@@ -28,7 +28,7 @@ from frigate.ffmpeg_presets import (
     parse_preset_hardware_acceleration_encode,
 )
 from frigate.models import Export, Previews, Recordings
-from frigate.util.builtin import is_current_hour
+from frigate.util.time import is_current_hour
 
 logger = logging.getLogger(__name__)
 

frigate/util/builtin.py

@@ -15,12 +15,9 @@ from collections.abc import Mapping
 from multiprocessing.sharedctypes import Synchronized
 from pathlib import Path
 from typing import Any, Dict, Optional, Tuple, Union
-from zoneinfo import ZoneInfoNotFoundError
 
 import numpy as np
-import pytz
 from ruamel.yaml import YAML
-from tzlocal import get_localzone
 
 from frigate.const import REGEX_HTTP_CAMERA_USER_PASS, REGEX_RTSP_CAMERA_USER_PASS
 
@@ -157,17 +154,6 @@ def load_labels(path: Optional[str], encoding="utf-8", prefill=91):
         return labels
 
 
-def get_tz_modifiers(tz_name: str) -> Tuple[str, str, float]:
-    seconds_offset = (
-        datetime.datetime.now(pytz.timezone(tz_name)).utcoffset().total_seconds()
-    )
-    hours_offset = int(seconds_offset / 60 / 60)
-    minutes_offset = int(seconds_offset / 60 - hours_offset * 60)
-    hour_modifier = f"{hours_offset} hour"
-    minute_modifier = f"{minutes_offset} minute"
-    return hour_modifier, minute_modifier, seconds_offset
-
-
 def to_relative_box(
     width: int, height: int, box: Tuple[int, int, int, int]
 ) -> Tuple[int | float, int | float, int | float, int | float]:
@@ -298,34 +284,6 @@ def find_by_key(dictionary, target_key):
     return None
 
 
-def get_tomorrow_at_time(hour: int) -> datetime.datetime:
-    """Returns the datetime of the following day at 2am."""
-    try:
-        tomorrow = datetime.datetime.now(get_localzone()) + datetime.timedelta(days=1)
-    except ZoneInfoNotFoundError:
-        tomorrow = datetime.datetime.now(datetime.timezone.utc) + datetime.timedelta(
-            days=1
-        )
-        logger.warning(
-            "Using utc for maintenance due to missing or incorrect timezone set"
-        )
-
-    return tomorrow.replace(hour=hour, minute=0, second=0).astimezone(
-        datetime.timezone.utc
-    )
-
-
-def is_current_hour(timestamp: int) -> bool:
-    """Returns if timestamp is in the current UTC hour."""
-    start_of_next_hour = (
-        datetime.datetime.now(datetime.timezone.utc).replace(
-            minute=0, second=0, microsecond=0
-        )
-        + datetime.timedelta(hours=1)
-    ).timestamp()
-    return timestamp < start_of_next_hour
-
-
 def clear_and_unlink(file: Path, missing_ok: bool = True) -> None:
     """clear file then unlink to avoid space retained by file descriptors."""
     if not missing_ok and not file.exists():

frigate/util/time.py

@@ -0,0 +1,100 @@
+"""Time utilities."""
+
+import datetime
+import logging
+from typing import Tuple
+from zoneinfo import ZoneInfoNotFoundError
+
+import pytz
+from tzlocal import get_localzone
+
+logger = logging.getLogger(__name__)
+
+
+def get_tz_modifiers(tz_name: str) -> Tuple[str, str, float]:
+    seconds_offset = (
+        datetime.datetime.now(pytz.timezone(tz_name)).utcoffset().total_seconds()
+    )
+    hours_offset = int(seconds_offset / 60 / 60)
+    minutes_offset = int(seconds_offset / 60 - hours_offset * 60)
+    hour_modifier = f"{hours_offset} hour"
+    minute_modifier = f"{minutes_offset} minute"
+    return hour_modifier, minute_modifier, seconds_offset
+
+
+def get_tomorrow_at_time(hour: int) -> datetime.datetime:
+    """Returns the datetime of the following day at 2am."""
+    try:
+        tomorrow = datetime.datetime.now(get_localzone()) + datetime.timedelta(days=1)
+    except ZoneInfoNotFoundError:
+        tomorrow = datetime.datetime.now(datetime.timezone.utc) + datetime.timedelta(
+            days=1
+        )
+        logger.warning(
+            "Using utc for maintenance due to missing or incorrect timezone set"
+        )
+
+    return tomorrow.replace(hour=hour, minute=0, second=0).astimezone(
+        datetime.timezone.utc
+    )
+
+
+def is_current_hour(timestamp: int) -> bool:
+    """Returns if timestamp is in the current UTC hour."""
+    start_of_next_hour = (
+        datetime.datetime.now(datetime.timezone.utc).replace(
+            minute=0, second=0, microsecond=0
+        )
+        + datetime.timedelta(hours=1)
+    ).timestamp()
+    return timestamp < start_of_next_hour
+
+
+def get_dst_transitions(
+    tz_name: str, start_time: float, end_time: float
+) -> list[tuple[float, float]]:
+    """
+    Find DST transition points and return time periods with consistent offsets.
+
+    Args:
+        tz_name: Timezone name (e.g., 'America/New_York')
+        start_time: Start timestamp (UTC)
+        end_time: End timestamp (UTC)
+
+    Returns:
+        List of (period_start, period_end, seconds_offset) tuples representing
+        continuous periods with the same UTC offset
+    """
+    try:
+        tz = pytz.timezone(tz_name)
+    except pytz.UnknownTimeZoneError:
+        # If timezone is invalid, return single period with no offset
+        return [(start_time, end_time, 0)]
+
+    periods = []
+    current = start_time
+
+    # Get initial offset
+    dt = datetime.datetime.utcfromtimestamp(current).replace(tzinfo=pytz.UTC)
+    local_dt = dt.astimezone(tz)
+    prev_offset = local_dt.utcoffset().total_seconds()
+    period_start = start_time
+
+    # Check each day for offset changes
+    while current <= end_time:
+        dt = datetime.datetime.utcfromtimestamp(current).replace(tzinfo=pytz.UTC)
+        local_dt = dt.astimezone(tz)
+        current_offset = local_dt.utcoffset().total_seconds()
+
+        if current_offset != prev_offset:
+            # Found a transition - close previous period
+            periods.append((period_start, current, prev_offset))
+            period_start = current
+            prev_offset = current_offset
+
+        current += 86400  # Check daily
+
+    # Add final period
+    periods.append((period_start, end_time, prev_offset))
+
+    return periods

frigate/video.py

@@ -34,7 +34,7 @@ from frigate.ptz.autotrack import ptz_moving_at_frame_time
 from frigate.track import ObjectTracker
 from frigate.track.norfair_tracker import NorfairTracker
 from frigate.track.tracked_object import TrackedObjectAttribute
-from frigate.util.builtin import EventsPerSecond, get_tomorrow_at_time
+from frigate.util.builtin import EventsPerSecond
 from frigate.util.image import (
     FrameManager,
     SharedMemoryFrameManager,
@@ -53,6 +53,7 @@ from frigate.util.object import (
     reduce_detections,
 )
 from frigate.util.process import FrigateProcess
+from frigate.util.time import get_tomorrow_at_time
 
 logger = logging.getLogger(__name__)
 

web/public/locales/en/common.json

@@ -100,7 +100,8 @@
   },
   "list": {
     "two": "{{0}} and {{1}}",
-    "many": "{{items}}, and {{last}}"
+    "many": "{{items}}, and {{last}}",
+    "separatorWithSpace": ", "
   },
   "field": {
     "optional": "Optional",

web/public/locales/en/views/classificationModel.json

@@ -5,12 +5,15 @@
     "renameCategory": "Rename Class",
     "deleteCategory": "Delete Class",
     "deleteImages": "Delete Images",
-    "trainModel": "Train Model"
+    "trainModel": "Train Model",
+    "addClassification": "Add Classification",
+    "deleteModels": "Delete Models"
   },
   "toast": {
     "success": {
       "deletedCategory": "Deleted Class",
       "deletedImage": "Deleted Images",
+      "deletedModel": "Successfully deleted {{count}} model(s)",
       "categorizedImage": "Successfully Classified Image",
       "trainedModel": "Successfully trained model.",
       "trainingModel": "Successfully started model training."
@@ -18,6 +21,7 @@
     "error": {
       "deleteImageFailed": "Failed to delete: {{errorMessage}}",
       "deleteCategoryFailed": "Failed to delete class: {{errorMessage}}",
+      "deleteModelFailed": "Failed to delete model: {{errorMessage}}",
       "categorizeFailed": "Failed to categorize image: {{errorMessage}}",
       "trainingFailed": "Failed to start model training: {{errorMessage}}"
     }
@@ -26,6 +30,11 @@
     "title": "Delete Class",
     "desc": "Are you sure you want to delete the class {{name}}? This will permanently delete all associated images and require re-training the model."
   },
+  "deleteModel": {
+    "title": "Delete Classification Model",
+    "single": "Are you sure you want to delete {{name}}? This will permanently delete all associated data including images and training data. This action cannot be undone.",
+    "desc": "Are you sure you want to delete {{count}} model(s)? This will permanently delete all associated data including images and training data. This action cannot be undone."
+  },
   "deleteDatasetImages": {
     "title": "Delete Dataset Images",
     "desc": "Are you sure you want to delete {{count}} images from {{dataset}}? This action cannot be undone and will require re-training the model."
@@ -52,6 +61,10 @@
   },
   "categorizeImageAs": "Classify Image As:",
   "categorizeImage": "Classify Image",
+  "menu": {
+    "objects": "Objects",
+    "states": "States"
+  },
   "noModels": {
     "object": {
       "title": "No Object Classification Models",

web/public/locales/en/views/explore.json

@@ -33,6 +33,7 @@
   "type": {
     "details": "details",
     "snapshot": "snapshot",
+    "thumbnail": "thumbnail",
     "video": "video",
     "object_lifecycle": "object lifecycle"
   },
@@ -41,7 +42,7 @@
     "noImageFound": "No image found for this timestamp.",
     "createObjectMask": "Create Object Mask",
     "adjustAnnotationSettings": "Adjust annotation settings",
-    "scrollViewTips": "Scroll to view the significant moments of this object's lifecycle.",
+    "scrollViewTips": "Click to view the significant moments of this object's lifecycle.",
     "autoTrackingTips": "Bounding box positions will be inaccurate for autotracking cameras.",
     "count": "{{first}} of {{second}}",
     "trackedPoint": "Tracked Point",

web/public/locales/en/views/settings.json

@@ -271,6 +271,8 @@
       "disconnectStream": "Disconnect",
       "estimatedBandwidth": "Estimated Bandwidth",
       "roles": "Roles",
+      "ffmpegModule": "Use stream compatibility mode",
+      "ffmpegModuleDescription": "If the stream does not load after several attempts, try enabling this. When enabled, Frigate will use the ffmpeg module with go2rtc. This may provide better compatibility with some camera streams.",
       "none": "None",
       "error": "Error",
       "streamValidated": "Stream {{number}} validated successfully",

web/src/components/classification/wizard/Step3ChooseExamples.tsx

@@ -317,6 +317,21 @@ export default function Step3ChooseExamples({
     return unclassifiedImages.length === 0;
   }, [unclassifiedImages]);
 
+  const handleBack = useCallback(() => {
+    if (currentClassIndex > 0) {
+      const previousClass = allClasses[currentClassIndex - 1];
+      setCurrentClassIndex((prev) => prev - 1);
+
+      // Restore selections for the previous class
+      const previousSelections = Object.entries(imageClassifications)
+        .filter(([_, className]) => className === previousClass)
+        .map(([imageName, _]) => imageName);
+      setSelectedImages(new Set(previousSelections));
+    } else {
+      onBack();
+    }
+  }, [currentClassIndex, allClasses, imageClassifications, onBack]);
+
   return (
     <div className="flex flex-col gap-6">
       {isTraining ? (
@@ -420,7 +435,7 @@ export default function Step3ChooseExamples({
 
       {!isTraining && (
         <div className="flex flex-col gap-3 pt-3 sm:flex-row sm:justify-end sm:gap-4">
-          <Button type="button" onClick={onBack} className="sm:flex-1">
+          <Button type="button" onClick={handleBack} className="sm:flex-1">
             {t("button.back", { ns: "common" })}
           </Button>
           <Button

web/src/components/filter/SearchFilterGroup.tsx

@@ -348,6 +348,26 @@ export function GeneralFilterContent({
   onClose,
 }: GeneralFilterContentProps) {
   const { t } = useTranslation(["components/filter"]);
+  const { data: config } = useSWR<FrigateConfig>("config", {
+    revalidateOnFocus: false,
+  });
+
+  const allAudioListenLabels = useMemo<string[]>(() => {
+    if (!config) {
+      return [];
+    }
+
+    const labels = new Set<string>();
+    Object.values(config.cameras).forEach((camera) => {
+      if (camera?.audio?.enabled) {
+        camera.audio.listen.forEach((label) => {
+          labels.add(label);
+        });
+      }
+    });
+    return [...labels].sort();
+  }, [config]);
+
   return (
     <>
       <div className="overflow-x-hidden">
@@ -373,7 +393,10 @@ export function GeneralFilterContent({
           {allLabels.map((item) => (
             <FilterSwitch
               key={item}
-              label={getTranslatedLabel(item)}
+              label={getTranslatedLabel(
+                item,
+                allAudioListenLabels.includes(item) ? "audio" : "object",
+              )}
               isChecked={currentLabels?.includes(item) ?? false}
               onCheckedChange={(isChecked) => {
                 if (isChecked) {

web/src/components/overlay/ObjectTrackOverlay.tsx

@@ -13,6 +13,9 @@ import { cn } from "@/lib/utils";
 import { useTranslation } from "react-i18next";
 import { Event } from "@/types/event";
 
+// Use a small tolerance (10ms) for browsers with seek precision by-design issues
+const TOLERANCE = 0.01;
+
 type ObjectTrackOverlayProps = {
   camera: string;
   showBoundingBoxes?: boolean;
@@ -55,6 +58,47 @@ export default function ObjectTrackOverlay({
 
   const effectiveCurrentTime = currentTime - annotationOffset / 1000;
 
+  const {
+    pathStroke,
+    pointRadius,
+    pointStroke,
+    zoneStroke,
+    boxStroke,
+    highlightRadius,
+  } = useMemo(() => {
+    const BASE_WIDTH = 1280;
+    const BASE_HEIGHT = 720;
+    const BASE_PATH_STROKE = 5;
+    const BASE_POINT_RADIUS = 7;
+    const BASE_POINT_STROKE = 3;
+    const BASE_ZONE_STROKE = 5;
+    const BASE_BOX_STROKE = 5;
+    const BASE_HIGHLIGHT_RADIUS = 5;
+
+    const scale = Math.sqrt(
+      (videoWidth * videoHeight) / (BASE_WIDTH * BASE_HEIGHT),
+    );
+
+    const pathStroke = Math.max(1, Math.round(BASE_PATH_STROKE * scale));
+    const pointRadius = Math.max(2, Math.round(BASE_POINT_RADIUS * scale));
+    const pointStroke = Math.max(1, Math.round(BASE_POINT_STROKE * scale));
+    const zoneStroke = Math.max(1, Math.round(BASE_ZONE_STROKE * scale));
+    const boxStroke = Math.max(1, Math.round(BASE_BOX_STROKE * scale));
+    const highlightRadius = Math.max(
+      2,
+      Math.round(BASE_HIGHLIGHT_RADIUS * scale),
+    );
+
+    return {
+      pathStroke,
+      pointRadius,
+      pointStroke,
+      zoneStroke,
+      boxStroke,
+      highlightRadius,
+    };
+  }, [videoWidth, videoHeight]);
+
   // Fetch all event data in a single request (CSV ids)
   const { data: eventsData } = useSWR<Event[]>(
     selectedObjectIds.length > 0
@@ -166,41 +210,50 @@ export default function ObjectTrackOverlay({
             }) || [];
 
         // show full path once current time has reached the object's start time
-        const combinedPoints = [...savedPathPoints, ...eventSequencePoints]
-          .sort((a, b) => a.timestamp - b.timestamp)
-          .filter(
-            (point) =>
-              currentTime >= (eventData?.start_time ?? 0) &&
-              point.timestamp >= (eventData?.start_time ?? 0) &&
-              point.timestamp <= (eventData?.end_time ?? Infinity),
-          );
+        // event.start_time is in DETECT stream time, so convert it to record stream time for comparison
+        const eventStartTimeRecord =
+          (eventData?.start_time ?? 0) + annotationOffset / 1000;
+
+        const allPoints = [...savedPathPoints, ...eventSequencePoints].sort(
+          (a, b) => a.timestamp - b.timestamp,
+        );
+        const combinedPoints = allPoints.filter(
+          (point) =>
+            currentTime >= eventStartTimeRecord - TOLERANCE &&
+            point.timestamp <= effectiveCurrentTime + TOLERANCE,
+        );
 
         // Get color for this object
         const label = eventData?.label || "unknown";
         const color = getObjectColor(label, objectId);
 
-        // Get current zones
+        // zones (with tolerance for browsers with seek precision by-design issues)
         const currentZones =
           timelineData
             ?.filter(
               (event: TrackingDetailsSequence) =>
-                event.timestamp <= effectiveCurrentTime,
+                event.timestamp <= effectiveCurrentTime + TOLERANCE,
             )
             .sort(
               (a: TrackingDetailsSequence, b: TrackingDetailsSequence) =>
                 b.timestamp - a.timestamp,
             )[0]?.data?.zones || [];
 
-        // Get current bounding box
-        const currentBox = timelineData
-          ?.filter(
-            (event: TrackingDetailsSequence) =>
-              event.timestamp <= effectiveCurrentTime && event.data.box,
-          )
+        // bounding box - only show if there's a timeline event at/near the current time with a box
+        // Search all timeline events (not just those before current time) to find one matching the seek position
+        const nearbyTimelineEvent = timelineData
+          ?.filter((event: TrackingDetailsSequence) => event.data.box)
           .sort(
             (a: TrackingDetailsSequence, b: TrackingDetailsSequence) =>
-              b.timestamp - a.timestamp,
-          )[0]?.data?.box;
+              Math.abs(a.timestamp - effectiveCurrentTime) -
+              Math.abs(b.timestamp - effectiveCurrentTime),
+          )
+          .find(
+            (event: TrackingDetailsSequence) =>
+              Math.abs(event.timestamp - effectiveCurrentTime) <= TOLERANCE,
+          );
+
+        const currentBox = nearbyTimelineEvent?.data?.box;
 
         return {
           objectId,
@@ -221,6 +274,7 @@ export default function ObjectTrackOverlay({
     getObjectColor,
     config,
     camera,
+    annotationOffset,
   ]);
 
   // Collect all zones across all objects
@@ -274,9 +328,10 @@ export default function ObjectTrackOverlay({
 
   const handlePointClick = useCallback(
     (timestamp: number) => {
-      onSeekToTime?.(timestamp, false);
+      // Convert detect stream timestamp to record stream timestamp before seeking
+      onSeekToTime?.(timestamp + annotationOffset / 1000, false);
     },
-    [onSeekToTime],
+    [onSeekToTime, annotationOffset],
   );
 
   const zonePolygons = useMemo(() => {
@@ -324,7 +379,7 @@ export default function ObjectTrackOverlay({
           points={zone.points}
           fill={zone.fill}
           stroke={zone.stroke}
-          strokeWidth="5"
+          strokeWidth={zoneStroke}
           opacity="0.7"
         />
       ))}
@@ -344,7 +399,7 @@ export default function ObjectTrackOverlay({
                 d={generateStraightPath(absolutePositions)}
                 fill="none"
                 stroke={objData.color}
-                strokeWidth="5"
+                strokeWidth={pathStroke}
                 strokeLinecap="round"
                 strokeLinejoin="round"
               />
@@ -356,13 +411,13 @@ export default function ObjectTrackOverlay({
                   <circle
                     cx={pos.x}
                     cy={pos.y}
-                    r="7"
+                    r={pointRadius}
                     fill={getPointColor(
                       objData.color,
                       pos.lifecycle_item?.class_type,
                     )}
                     stroke="white"
-                    strokeWidth="3"
+                    strokeWidth={pointStroke}
                     style={{ cursor: onSeekToTime ? "pointer" : "default" }}
                     onClick={() => handlePointClick(pos.timestamp)}
                   />
@@ -391,7 +446,7 @@ export default function ObjectTrackOverlay({
                   height={objData.currentBox[3] * videoHeight}
                   fill="none"
                   stroke={objData.color}
-                  strokeWidth="5"
+                  strokeWidth={boxStroke}
                   opacity="0.9"
                 />
                 <circle
@@ -403,10 +458,10 @@ export default function ObjectTrackOverlay({
                     (objData.currentBox[1] + objData.currentBox[3]) *
                     videoHeight
                   }
-                  r="5"
+                  r={highlightRadius}
                   fill="rgb(255, 255, 0)" // yellow highlight
                   stroke={objData.color}
-                  strokeWidth="5"
+                  strokeWidth={boxStroke}
                   opacity="1"
                 />
               </g>

web/src/components/overlay/detail/AnnotationOffsetSlider.tsx

@@ -91,8 +91,8 @@ export default function AnnotationOffsetSlider({ className }: Props) {
         <div className="w-full flex-1 landscape:flex">
           <Slider
             value={[annotationOffset]}
-            min={-1500}
-            max={1500}
+            min={-2500}
+            max={2500}
             step={50}
             onValueChange={handleChange}
           />

web/src/components/overlay/detail/ReviewDetailDialog.tsx

@@ -1,577 +0,0 @@
-import { isDesktop, isIOS, isMobile } from "react-device-detect";
-import {
-  Sheet,
-  SheetContent,
-  SheetDescription,
-  SheetHeader,
-  SheetTitle,
-} from "../../ui/sheet";
-import useSWR from "swr";
-import { FrigateConfig } from "@/types/frigateConfig";
-import { useFormattedTimestamp } from "@/hooks/use-date-utils";
-import { getIconForLabel } from "@/utils/iconUtil";
-import { useApiHost } from "@/api";
-import {
-  ReviewDetailPaneType,
-  ReviewSegment,
-  ThreatLevel,
-} from "@/types/review";
-import { Event } from "@/types/event";
-import { useCallback, useEffect, useMemo, useRef, useState } from "react";
-import { cn } from "@/lib/utils";
-import { FrigatePlusDialog } from "../dialog/FrigatePlusDialog";
-import TrackingDetails from "./TrackingDetails";
-import Chip from "@/components/indicators/Chip";
-import { FaDownload, FaImages, FaShareAlt } from "react-icons/fa";
-import FrigatePlusIcon from "@/components/icons/FrigatePlusIcon";
-import { FaArrowsRotate } from "react-icons/fa6";
-import {
-  Tooltip,
-  TooltipContent,
-  TooltipTrigger,
-} from "@/components/ui/tooltip";
-import { useNavigate } from "react-router-dom";
-import { Button } from "@/components/ui/button";
-import { baseUrl } from "@/api/baseUrl";
-import { shareOrCopy } from "@/utils/browserUtil";
-import {
-  MobilePage,
-  MobilePageContent,
-  MobilePageDescription,
-  MobilePageHeader,
-  MobilePageTitle,
-} from "@/components/mobile/MobilePage";
-import { DownloadVideoButton } from "@/components/button/DownloadVideoButton";
-import { TooltipPortal } from "@radix-ui/react-tooltip";
-import { LuSearch } from "react-icons/lu";
-import useKeyboardListener from "@/hooks/use-keyboard-listener";
-import { Trans, useTranslation } from "react-i18next";
-import { getTranslatedLabel } from "@/utils/i18n";
-import { CameraNameLabel } from "@/components/camera/CameraNameLabel";
-
-type ReviewDetailDialogProps = {
-  review?: ReviewSegment;
-  setReview: (review: ReviewSegment | undefined) => void;
-};
-export default function ReviewDetailDialog({
-  review,
-  setReview,
-}: ReviewDetailDialogProps) {
-  const { t } = useTranslation(["views/explore"]);
-  const { data: config } = useSWR<FrigateConfig>("config", {
-    revalidateOnFocus: false,
-  });
-
-  const navigate = useNavigate();
-
-  // upload
-
-  const [upload, setUpload] = useState<Event>();
-
-  // data
-
-  const { data: events } = useSWR<Event[]>(
-    review ? ["event_ids", { ids: review.data.detections.join(",") }] : null,
-  );
-
-  const aiAnalysis = useMemo(() => review?.data?.metadata, [review]);
-
-  const aiThreatLevel = useMemo(() => {
-    if (
-      !aiAnalysis ||
-      (!aiAnalysis.potential_threat_level && !aiAnalysis.other_concerns)
-    ) {
-      return "None";
-    }
-
-    let concerns = "";
-    switch (aiAnalysis.potential_threat_level) {
-      case ThreatLevel.SUSPICIOUS:
-        concerns = `• ${t("suspiciousActivity", { ns: "views/events" })}\n`;
-        break;
-      case ThreatLevel.DANGER:
-        concerns = `• ${t("threateningActivity", { ns: "views/events" })}\n`;
-        break;
-    }
-
-    (aiAnalysis.other_concerns ?? []).forEach((c) => {
-      concerns += `• ${c}\n`;
-    });
-
-    return concerns || "None";
-  }, [aiAnalysis, t]);
-
-  const hasMismatch = useMemo(() => {
-    if (!review || !events) {
-      return false;
-    }
-
-    return events.length != review?.data.detections.length;
-  }, [review, events]);
-
-  const missingObjects = useMemo(() => {
-    if (!review || !events) {
-      return [];
-    }
-
-    const detectedIds = review.data.detections;
-    const missing = Array.from(
-      new Set(
-        events
-          .filter((event) => !detectedIds.includes(event.id))
-          .map((event) => event.label),
-      ),
-    );
-
-    return missing;
-  }, [review, events]);
-
-  const formattedDate = useFormattedTimestamp(
-    review?.start_time ?? 0,
-    config?.ui.time_format == "24hour"
-      ? t("time.formattedTimestampMonthDayYearHourMinute.24hour", {
-          ns: "common",
-        })
-      : t("time.formattedTimestampMonthDayYearHourMinute.12hour", {
-          ns: "common",
-        }),
-    config?.ui.timezone,
-  );
-
-  // content
-
-  const [selectedEvent, setSelectedEvent] = useState<Event>();
-  const [pane, setPane] = useState<ReviewDetailPaneType>("overview");
-
-  // dialog and mobile page
-
-  const [isOpen, setIsOpen] = useState(review != undefined);
-
-  const handleOpenChange = useCallback(
-    (open: boolean) => {
-      setIsOpen(open);
-      if (!open) {
-        // short timeout to allow the mobile page animation
-        // to complete before updating the state
-        setTimeout(() => {
-          setReview(undefined);
-          setSelectedEvent(undefined);
-          setPane("overview");
-        }, 300);
-      }
-    },
-    [setReview, setIsOpen],
-  );
-
-  useEffect(() => {
-    setIsOpen(review != undefined);
-    // we know that these deps are correct
-    // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [review]);
-
-  // keyboard listener
-
-  useKeyboardListener(["Esc"], (key, modifiers) => {
-    if (key == "Esc" && modifiers.down && !modifiers.repeat) {
-      setIsOpen(false);
-    }
-
-    return true;
-  });
-
-  const Overlay = isDesktop ? Sheet : MobilePage;
-  const Content = isDesktop ? SheetContent : MobilePageContent;
-  const Header = isDesktop ? SheetHeader : MobilePageHeader;
-  const Title = isDesktop ? SheetTitle : MobilePageTitle;
-  const Description = isDesktop ? SheetDescription : MobilePageDescription;
-
-  if (!review) {
-    return;
-  }
-
-  return (
-    <>
-      <Overlay
-        open={isOpen ?? false}
-        onOpenChange={handleOpenChange}
-        enableHistoryBack={true}
-      >
-        <FrigatePlusDialog
-          upload={upload}
-          onClose={() => setUpload(undefined)}
-          onEventUploaded={() => {
-            if (upload) {
-              upload.plus_id = "new_upload";
-            }
-          }}
-        />
-
-        <Content
-          className={cn(
-            "scrollbar-container overflow-y-auto",
-            isDesktop && pane == "overview"
-              ? "sm:max-w-xl"
-              : "pt-2 sm:max-w-4xl",
-            isMobile && "px-4",
-          )}
-        >
-          <span tabIndex={0} className="sr-only" />
-          {pane == "overview" && (
-            <Header className="justify-center">
-              <Title>{t("details.item.title")}</Title>
-              <Description className="sr-only">
-                {t("details.item.desc")}
-              </Description>
-              <div
-                className={cn(
-                  "absolute flex gap-2 lg:flex-col",
-                  isDesktop && "right-1 top-8",
-                  isMobile && "right-0 top-3",
-                )}
-              >
-                <Tooltip>
-                  <TooltipTrigger asChild>
-                    <Button
-                      aria-label={t("details.item.button.share")}
-                      size="sm"
-                      onClick={() =>
-                        shareOrCopy(`${baseUrl}review?id=${review.id}`)
-                      }
-                    >
-                      <FaShareAlt className="size-4 text-secondary-foreground" />
-                    </Button>
-                  </TooltipTrigger>
-                  <TooltipPortal>
-                    <TooltipContent>
-                      {t("details.item.button.share")}
-                    </TooltipContent>
-                  </TooltipPortal>
-                </Tooltip>
-                <Tooltip>
-                  <TooltipTrigger>
-                    <DownloadVideoButton
-                      source={`${baseUrl}api/${review.camera}/start/${review.start_time}/end/${review.end_time || Date.now() / 1000}/clip.mp4`}
-                      camera={review.camera}
-                      startTime={review.start_time}
-                    />
-                  </TooltipTrigger>
-                  <TooltipPortal>
-                    <TooltipContent>
-                      {t("button.download", { ns: "common" })}
-                    </TooltipContent>
-                  </TooltipPortal>
-                </Tooltip>
-              </div>
-            </Header>
-          )}
-          {pane == "overview" && (
-            <div className="flex flex-col gap-5 md:mt-3">
-              {aiAnalysis != undefined && (
-                <div
-                  className={cn(
-                    "flex h-full w-full flex-col gap-2 rounded-md bg-card p-2",
-                    isDesktop && "m-2 w-[90%]",
-                  )}
-                >
-                  {t("aiAnalysis.title")}
-                  <div className="text-sm text-primary/40">
-                    {t("details.description.label")}
-                  </div>
-                  <div className="text-sm">{aiAnalysis.scene}</div>
-                  <div className="text-sm text-primary/40">
-                    {t("details.score.label")}
-                  </div>
-                  <div className="text-sm">{aiAnalysis.confidence * 100}%</div>
-                  <div className="text-sm text-primary/40">
-                    {t("concerns.label")}
-                  </div>
-                  <div className="text-sm">{aiThreatLevel}</div>
-                </div>
-              )}
-              <div className="flex w-full flex-row">
-                <div className="flex w-full flex-col gap-3">
-                  <div className="flex flex-col gap-1.5">
-                    <div className="text-sm text-primary/40">
-                      {t("details.camera")}
-                    </div>
-                    <div className="text-sm smart-capitalize">
-                      <CameraNameLabel camera={review.camera} />
-                    </div>
-                  </div>
-                  <div className="flex flex-col gap-1.5">
-                    <div className="text-sm text-primary/40">
-                      {t("details.timestamp")}
-                    </div>
-                    <div className="text-sm">{formattedDate}</div>
-                  </div>
-                </div>
-                <div className="flex w-full flex-col items-center gap-2">
-                  <div className="flex w-full flex-col gap-1.5 lg:pr-8">
-                    <div className="text-sm text-primary/40">
-                      {t("details.objects")}
-                    </div>
-                    <div className="scrollbar-container flex max-h-32 flex-col items-start gap-2 overflow-y-auto text-sm smart-capitalize">
-                      {events?.map((event) => {
-                        return (
-                          <div
-                            key={event.id}
-                            className="flex flex-row items-center gap-2 smart-capitalize"
-                          >
-                            {getIconForLabel(
-                              event.label,
-                              "size-3 text-primary",
-                            )}
-                            {event.sub_label ??
-                              event.label.replaceAll("_", " ")}{" "}
-                            ({Math.round(event.data.top_score * 100)}%)
-                            <Tooltip>
-                              <TooltipTrigger>
-                                <div
-                                  className="cursor-pointer"
-                                  onClick={() => {
-                                    navigate(`/explore?event_id=${event.id}`);
-                                  }}
-                                >
-                                  <LuSearch className="size-4 text-muted-foreground" />
-                                </div>
-                              </TooltipTrigger>
-                              <TooltipPortal>
-                                <TooltipContent>
-                                  {t("details.item.button.viewInExplore")}
-                                </TooltipContent>
-                              </TooltipPortal>
-                            </Tooltip>
-                          </div>
-                        );
-                      })}
-                    </div>
-                  </div>
-                  {review.data.zones.length > 0 && (
-                    <div className="scrollbar-container flex max-h-32 w-full flex-col gap-1.5">
-                      <div className="text-sm text-primary/40">
-                        {t("details.zones")}
-                      </div>
-                      <div className="flex flex-col items-start gap-2 text-sm smart-capitalize">
-                        {review.data.zones.map((zone) => {
-                          return (
-                            <div
-                              key={zone}
-                              className="flex flex-row items-center gap-2 smart-capitalize"
-                            >
-                              {zone.replaceAll("_", " ")}
-                            </div>
-                          );
-                        })}
-                      </div>
-                    </div>
-                  )}
-                </div>
-              </div>
-              {hasMismatch && (
-                <div className="p-4 text-center text-sm">
-                  {(() => {
-                    const detectedCount = Math.abs(
-                      (events?.length ?? 0) -
-                        (review?.data.detections.length ?? 0),
-                    );
-
-                    return t("details.item.tips.mismatch", {
-                      count: detectedCount,
-                    });
-                  })()}
-                  {missingObjects.length > 0 && (
-                    <div className="mt-2">
-                      <Trans
-                        ns="views/explore"
-                        values={{
-                          objects: missingObjects
-                            .map((x) => getTranslatedLabel(x))
-                            .join(", "),
-                        }}
-                      >
-                        details.item.tips.hasMissingObjects
-                      </Trans>
-                    </div>
-                  )}
-                </div>
-              )}
-              <div className="relative flex size-full flex-col gap-2">
-                {events?.map((event) => (
-                  <EventItem
-                    key={event.id}
-                    event={event}
-                    setPane={setPane}
-                    setSelectedEvent={setSelectedEvent}
-                    setUpload={setUpload}
-                  />
-                ))}
-              </div>
-            </div>
-          )}
-
-          {pane == "details" && selectedEvent && (
-            <div className="mt-0 flex size-full flex-col gap-2">
-              <TrackingDetails event={selectedEvent} setPane={setPane} />
-            </div>
-          )}
-        </Content>
-      </Overlay>
-    </>
-  );
-}
-
-type EventItemProps = {
-  event: Event;
-  setPane: React.Dispatch<React.SetStateAction<ReviewDetailPaneType>>;
-  setSelectedEvent: React.Dispatch<React.SetStateAction<Event | undefined>>;
-  setUpload?: React.Dispatch<React.SetStateAction<Event | undefined>>;
-};
-
-function EventItem({
-  event,
-  setPane,
-  setSelectedEvent,
-  setUpload,
-}: EventItemProps) {
-  const { t } = useTranslation(["views/explore"]);
-
-  const { data: config } = useSWR<FrigateConfig>("config", {
-    revalidateOnFocus: false,
-  });
-
-  const apiHost = useApiHost();
-
-  const imgRef = useRef(null);
-
-  const [hovered, setHovered] = useState(isMobile);
-
-  const navigate = useNavigate();
-
-  return (
-    <>
-      <div
-        className={cn(
-          "relative mr-auto",
-          !event.has_snapshot && "flex flex-row items-center justify-center",
-        )}
-        onMouseEnter={isDesktop ? () => setHovered(true) : undefined}
-        onMouseLeave={isDesktop ? () => setHovered(false) : undefined}
-        key={event.id}
-      >
-        {event.has_snapshot && (
-          <>
-            <div className="pointer-events-none absolute inset-x-0 top-0 h-[30%] w-full rounded-lg bg-gradient-to-b from-black/20 to-transparent md:rounded-2xl"></div>
-            <div className="pointer-events-none absolute inset-x-0 bottom-0 z-10 h-[10%] w-full rounded-lg bg-gradient-to-t from-black/20 to-transparent md:rounded-2xl"></div>
-          </>
-        )}
-        <img
-          ref={imgRef}
-          className={cn(
-            "select-none rounded-lg object-contain transition-opacity",
-          )}
-          style={
-            isIOS
-              ? {
-                  WebkitUserSelect: "none",
-                  WebkitTouchCallout: "none",
-                }
-              : undefined
-          }
-          draggable={false}
-          src={
-            event.has_snapshot
-              ? `${apiHost}api/events/${event.id}/snapshot.jpg`
-              : `${apiHost}api/events/${event.id}/thumbnail.webp`
-          }
-        />
-        {hovered && (
-          <div>
-            <div
-              className={cn("absolute right-1 top-1 flex items-center gap-2")}
-            >
-              <Tooltip>
-                <TooltipTrigger asChild>
-                  <a
-                    download
-                    href={
-                      event.has_snapshot
-                        ? `${apiHost}api/events/${event.id}/snapshot.jpg`
-                        : `${apiHost}api/events/${event.id}/thumbnail.webp`
-                    }
-                  >
-                    <Chip className="cursor-pointer rounded-md bg-gray-500 bg-gradient-to-br from-gray-400 to-gray-500">
-                      <FaDownload className="size-4 text-white" />
-                    </Chip>
-                  </a>
-                </TooltipTrigger>
-                <TooltipContent>
-                  {t("button.download", { ns: "common" })}
-                </TooltipContent>
-              </Tooltip>
-
-              {event.has_snapshot &&
-                event.plus_id == undefined &&
-                event.data.type == "object" &&
-                config?.plus.enabled && (
-                  <Tooltip>
-                    <TooltipTrigger>
-                      <Chip
-                        className="cursor-pointer rounded-md bg-gray-500 bg-gradient-to-br from-gray-400 to-gray-500"
-                        onClick={() => {
-                          setUpload?.(event);
-                        }}
-                      >
-                        <FrigatePlusIcon className="size-4 text-white" />
-                      </Chip>
-                    </TooltipTrigger>
-                    <TooltipContent>
-                      {t("itemMenu.submitToPlus.label")}
-                    </TooltipContent>
-                  </Tooltip>
-                )}
-
-              {event.has_clip && (
-                <Tooltip>
-                  <TooltipTrigger>
-                    <Chip
-                      className="cursor-pointer rounded-md bg-gray-500 bg-gradient-to-br from-gray-400 to-gray-500"
-                      onClick={() => {
-                        setPane("details");
-                        setSelectedEvent(event);
-                      }}
-                    >
-                      <FaArrowsRotate className="size-4 text-white" />
-                    </Chip>
-                  </TooltipTrigger>
-                  <TooltipContent>
-                    {t("itemMenu.viewTrackingDetails.label")}
-                  </TooltipContent>
-                </Tooltip>
-              )}
-
-              {event.has_snapshot && config?.semantic_search.enabled && (
-                <Tooltip>
-                  <TooltipTrigger>
-                    <Chip
-                      className="cursor-pointer rounded-md bg-gray-500 bg-gradient-to-br from-gray-400 to-gray-500"
-                      onClick={() => {
-                        navigate(
-                          `/explore?search_type=similarity&event_id=${event.id}`,
-                        );
-                      }}
-                    >
-                      <FaImages className="size-4 text-white" />
-                    </Chip>
-                  </TooltipTrigger>
-                  <TooltipContent>
-                    {t("itemMenu.findSimilar.label")}
-                  </TooltipContent>
-                </Tooltip>
-              )}
-            </div>
-          </div>
-        )}
-      </div>
-    </>
-  );
-}

web/src/components/overlay/detail/SearchDetailDialog.tsx

@@ -31,10 +31,9 @@ import {
   FaDownload,
   FaHistory,
   FaImage,
-  FaRegListAlt,
-  FaVideo,
 } from "react-icons/fa";
-import TrackingDetails from "./TrackingDetails";
+import { TrackingDetails } from "./TrackingDetails";
+import { DetailStreamProvider } from "@/context/detail-stream-context";
 import {
   MobilePage,
   MobilePageContent,
@@ -80,13 +79,9 @@ import { getTranslatedLabel } from "@/utils/i18n";
 import { CgTranscript } from "react-icons/cg";
 import { CameraNameLabel } from "@/components/camera/CameraNameLabel";
 import { PiPath } from "react-icons/pi";
+import Heading from "@/components/ui/heading";
 
-const SEARCH_TABS = [
-  "details",
-  "snapshot",
-  "video",
-  "tracking_details",
-] as const;
+const SEARCH_TABS = ["snapshot", "tracking_details"] as const;
 export type SearchTab = (typeof SEARCH_TABS)[number];
 
 type SearchDetailDialogProps = {
@@ -109,6 +104,7 @@ export default function SearchDetailDialog({
   const { data: config } = useSWR<FrigateConfig>("config", {
     revalidateOnFocus: false,
   });
+  const apiHost = useApiHost();
 
   // tabs
 
@@ -149,16 +145,6 @@ export default function SearchDetailDialog({
 
     const views = [...SEARCH_TABS];
 
-    if (!search.has_snapshot) {
-      const index = views.indexOf("snapshot");
-      views.splice(index, 1);
-    }
-
-    if (!search.has_clip) {
-      const index = views.indexOf("video");
-      views.splice(index, 1);
-    }
-
     if (search.data.type != "object" || !search.has_clip) {
       const index = views.indexOf("tracking_details");
       views.splice(index, 1);
@@ -173,10 +159,50 @@ export default function SearchDetailDialog({
     }
 
     if (!searchTabs.includes(pageToggle)) {
-      setSearchPage("details");
+      setSearchPage("snapshot");
     }
   }, [pageToggle, searchTabs, setSearchPage]);
 
+  // Tabs component for reuse
+  const tabsComponent = (
+    <ScrollArea className="w-full whitespace-nowrap">
+      <div className="flex flex-row">
+        <ToggleGroup
+          className="*:rounded-md *:px-3 *:py-4"
+          type="single"
+          size="sm"
+          value={pageToggle}
+          onValueChange={(value: SearchTab) => {
+            if (value) {
+              setPageToggle(value);
+            }
+          }}
+        >
+          {Object.values(searchTabs).map((item) => (
+            <ToggleGroupItem
+              key={item}
+              className={`flex scroll-mx-10 items-center justify-between gap-2 ${pageToggle == item ? "" : "*:text-muted-foreground"}`}
+              value={item}
+              data-nav-item={item}
+              aria-label={`Select ${item}`}
+            >
+              {item == "snapshot" && <FaImage className="size-4" />}
+              {item == "tracking_details" && <PiPath className="size-4" />}
+              <div className="smart-capitalize">
+                {item === "snapshot"
+                  ? search?.has_snapshot
+                    ? t("type.snapshot")
+                    : t("type.thumbnail")
+                  : t(`type.${item}`)}
+              </div>
+            </ToggleGroupItem>
+          ))}
+        </ToggleGroup>
+        <ScrollBar orientation="horizontal" className="h-0" />
+      </div>
+    </ScrollArea>
+  );
+
   if (!search) {
     return;
   }
@@ -190,92 +216,188 @@ export default function SearchDetailDialog({
   const Description = isDesktop ? DialogDescription : MobilePageDescription;
 
   return (
-    <Overlay
-      open={isOpen}
-      onOpenChange={handleOpenChange}
-      enableHistoryBack={true}
+    <DetailStreamProvider
+      isDetailMode={true}
+      currentTime={(search as unknown as Event)?.start_time ?? 0}
+      camera={(search as unknown as Event)?.camera ?? ""}
+      initialSelectedObjectIds={[(search as unknown as Event).id as string]}
     >
-      <Content
-        className={cn(
-          "scrollbar-container overflow-y-auto",
-          isDesktop &&
-            "max-h-[95dvh] sm:max-w-xl md:max-w-4xl lg:max-w-4xl xl:max-w-7xl",
-          isMobile && "px-4",
-        )}
+      <Overlay
+        open={isOpen}
+        onOpenChange={handleOpenChange}
+        enableHistoryBack={true}
       >
-        <Header>
-          <Title>{t("trackedObjectDetails")}</Title>
-          <Description className="sr-only">
-            {t("trackedObjectDetails")}
-          </Description>
-        </Header>
-        <ScrollArea
-          className={cn("w-full whitespace-nowrap", isMobile && "my-2")}
+        <Content
+          className={cn(
+            "scrollbar-container overflow-y-auto",
+            isDesktop &&
+              "max-h-[95dvh] sm:max-w-xl md:max-w-4xl lg:max-w-4xl xl:max-w-7xl",
+            isDesktop &&
+              page == "tracking_details" &&
+              "lg:max-w-[75%] xl:max-w-[80%]",
+            isMobile && "px-4",
+          )}
         >
-          <div className="flex flex-row">
-            <ToggleGroup
-              className="*:rounded-md *:px-3 *:py-4"
-              type="single"
-              size="sm"
-              value={pageToggle}
-              onValueChange={(value: SearchTab) => {
-                if (value) {
-                  setPageToggle(value);
-                }
-              }}
-            >
-              {Object.values(searchTabs).map((item) => (
-                <ToggleGroupItem
-                  key={item}
-                  className={`flex scroll-mx-10 items-center justify-between gap-2 ${page == "details" ? "last:mr-20" : ""} ${pageToggle == item ? "" : "*:text-muted-foreground"}`}
-                  value={item}
-                  data-nav-item={item}
-                  aria-label={`Select ${item}`}
+          <Header>
+            <Title>{t("trackedObjectDetails")}</Title>
+            <Description className="sr-only">
+              {t("trackedObjectDetails")}
+            </Description>
+          </Header>
+          {isDesktop ? (
+            page === "tracking_details" ? (
+              <TrackingDetails
+                className="size-full"
+                event={search as unknown as Event}
+                tabs={tabsComponent}
+              />
+            ) : (
+              <div className="flex h-full gap-4 overflow-hidden">
+                <div
+                  className={cn(
+                    "scrollbar-container flex-[3] overflow-y-hidden",
+                    page === "snapshot" && !search.has_snapshot && "flex-[2]",
+                  )}
                 >
-                  {item == "details" && <FaRegListAlt className="size-4" />}
-                  {item == "snapshot" && <FaImage className="size-4" />}
-                  {item == "video" && <FaVideo className="size-4" />}
-                  {item == "tracking_details" && <PiPath className="size-4" />}
-                  <div className="smart-capitalize">{t(`type.${item}`)}</div>
-                </ToggleGroupItem>
-              ))}
-            </ToggleGroup>
-            <ScrollBar orientation="horizontal" className="h-0" />
-          </div>
-        </ScrollArea>
-        {page == "details" && (
-          <ObjectDetailsTab
-            search={search}
-            config={config}
-            setSearch={setSearch}
-            setSimilarity={setSimilarity}
-            setInputFocused={setInputFocused}
-          />
-        )}
-        {page == "snapshot" && (
-          <ObjectSnapshotTab
-            search={
-              {
-                ...search,
-                plus_id: config?.plus?.enabled ? search.plus_id : "not_enabled",
-              } as unknown as Event
-            }
-            onEventUploaded={() => {
-              search.plus_id = "new_upload";
-            }}
-          />
-        )}
-        {page == "video" && <VideoTab search={search} />}
-        {page == "tracking_details" && (
-          <TrackingDetails
-            className="w-full overflow-x-hidden"
-            event={search as unknown as Event}
-            fullscreen={true}
-            setPane={() => {}}
-          />
-        )}
-      </Content>
-    </Overlay>
+                  {page === "snapshot" && search.has_snapshot && (
+                    <ObjectSnapshotTab
+                      search={
+                        {
+                          ...search,
+                          plus_id: config?.plus?.enabled
+                            ? search.plus_id
+                            : "not_enabled",
+                        } as unknown as Event
+                      }
+                      onEventUploaded={() => {
+                        search.plus_id = "new_upload";
+                      }}
+                    />
+                  )}
+                  {page === "snapshot" && !search.has_snapshot && (
+                    <img
+                      className="size-full select-none rounded-lg object-contain transition-opacity"
+                      style={
+                        isIOS
+                          ? {
+                              WebkitUserSelect: "none",
+                              WebkitTouchCallout: "none",
+                            }
+                          : undefined
+                      }
+                      draggable={false}
+                      src={`${apiHost}api/events/${search.id}/thumbnail.webp`}
+                    />
+                  )}
+                </div>
+                <div className="flex flex-[2] flex-col gap-4 overflow-hidden">
+                  {tabsComponent}
+                  <div className="scrollbar-container flex-1 overflow-y-auto">
+                    {page == "snapshot" && (
+                      <ObjectDetailsTab
+                        search={search}
+                        config={config}
+                        setSearch={setSearch}
+                        setSimilarity={setSimilarity}
+                        setInputFocused={setInputFocused}
+                        showThumbnail={false}
+                      />
+                    )}
+                  </div>
+                </div>
+              </div>
+            )
+          ) : (
+            <>
+              <ScrollArea
+                className={cn("w-full whitespace-nowrap", isMobile && "my-2")}
+              >
+                <div className="flex flex-row">
+                  <ToggleGroup
+                    className="*:rounded-md *:px-3 *:py-4"
+                    type="single"
+                    size="sm"
+                    value={pageToggle}
+                    onValueChange={(value: SearchTab) => {
+                      if (value) {
+                        setPageToggle(value);
+                      }
+                    }}
+                  >
+                    {Object.values(searchTabs).map((item) => (
+                      <ToggleGroupItem
+                        key={item}
+                        className={`flex scroll-mx-10 items-center justify-between gap-2 ${pageToggle == item ? "" : "*:text-muted-foreground"}`}
+                        value={item}
+                        data-nav-item={item}
+                        aria-label={`Select ${item}`}
+                      >
+                        {item == "snapshot" && <FaImage className="size-4" />}
+                        {item == "tracking_details" && (
+                          <PiPath className="size-4" />
+                        )}
+                        <div className="smart-capitalize">
+                          {t(`type.${item}`)}
+                        </div>
+                      </ToggleGroupItem>
+                    ))}
+                  </ToggleGroup>
+                  <ScrollBar orientation="horizontal" className="h-0" />
+                </div>
+              </ScrollArea>
+              {page == "snapshot" && (
+                <>
+                  {search.has_snapshot && (
+                    <ObjectSnapshotTab
+                      search={
+                        {
+                          ...search,
+                          plus_id: config?.plus?.enabled
+                            ? search.plus_id
+                            : "not_enabled",
+                        } as unknown as Event
+                      }
+                      onEventUploaded={() => {
+                        search.plus_id = "new_upload";
+                      }}
+                    />
+                  )}
+                  {page == "snapshot" && !search.has_snapshot && (
+                    <img
+                      className="w-full select-none rounded-lg object-contain transition-opacity"
+                      style={
+                        isIOS
+                          ? {
+                              WebkitUserSelect: "none",
+                              WebkitTouchCallout: "none",
+                            }
+                          : undefined
+                      }
+                      draggable={false}
+                      src={`${apiHost}api/events/${search.id}/thumbnail.webp`}
+                    />
+                  )}
+                  <Heading as="h3" className="mt-2 smart-capitalize">
+                    {t("type.details")}
+                  </Heading>
+                  <ObjectDetailsTab
+                    search={search}
+                    config={config}
+                    setSearch={setSearch}
+                    setSimilarity={setSimilarity}
+                    setInputFocused={setInputFocused}
+                    showThumbnail={false}
+                  />
+                </>
+              )}
+              {page == "tracking_details" && (
+                <TrackingDetails event={search as unknown as Event} />
+              )}
+            </>
+          )}
+        </Content>
+      </Overlay>
+    </DetailStreamProvider>
   );
 }
 
@@ -285,6 +407,7 @@ type ObjectDetailsTabProps = {
   setSearch: (search: SearchResult | undefined) => void;
   setSimilarity?: () => void;
   setInputFocused: React.Dispatch<React.SetStateAction<boolean>>;
+  showThumbnail?: boolean;
 };
 function ObjectDetailsTab({
   search,
@@ -292,6 +415,7 @@ function ObjectDetailsTab({
   setSearch,
   setSimilarity,
   setInputFocused,
+  showThumbnail = true,
 }: ObjectDetailsTabProps) {
   const { t } = useTranslation(["views/explore", "views/faceLibrary"]);
 
@@ -873,66 +997,71 @@ function ObjectDetailsTab({
             <div className="text-sm">{formattedDate}</div>
           </div>
         </div>
-        <div className="flex w-full flex-col gap-2 pl-6">
-          <img
-            className="aspect-video select-none rounded-lg object-contain transition-opacity"
-            style={
-              isIOS
-                ? {
-                    WebkitUserSelect: "none",
-                    WebkitTouchCallout: "none",
-                  }
-                : undefined
-            }
-            draggable={false}
-            src={`${apiHost}api/events/${search.id}/thumbnail.webp`}
-          />
-          <div
-            className={cn("flex w-full flex-row gap-2", isMobile && "flex-col")}
-          >
-            {config?.semantic_search.enabled &&
-              setSimilarity != undefined &&
-              search.data.type == "object" && (
-                <Button
+        {showThumbnail && (
+          <div className="flex w-full flex-col gap-2 pl-6">
+            <img
+              className="aspect-video select-none rounded-lg object-contain transition-opacity"
+              style={
+                isIOS
+                  ? {
+                      WebkitUserSelect: "none",
+                      WebkitTouchCallout: "none",
+                    }
+                  : undefined
+              }
+              draggable={false}
+              src={`${apiHost}api/events/${search.id}/thumbnail.webp`}
+            />
+            <div
+              className={cn(
+                "flex w-full flex-row gap-2",
+                isMobile && "flex-col",
+              )}
+            >
+              {config?.semantic_search.enabled &&
+                setSimilarity != undefined &&
+                search.data.type == "object" && (
+                  <Button
+                    className="w-full"
+                    aria-label={t("itemMenu.findSimilar.aria")}
+                    onClick={() => {
+                      setSearch(undefined);
+                      setSimilarity();
+                    }}
+                  >
+                    <div className="flex gap-1">
+                      <LuSearch />
+                      {t("itemMenu.findSimilar.label")}
+                    </div>
+                  </Button>
+                )}
+              {hasFace && (
+                <FaceSelectionDialog
                   className="w-full"
-                  aria-label={t("itemMenu.findSimilar.aria")}
-                  onClick={() => {
-                    setSearch(undefined);
-                    setSimilarity();
-                  }}
+                  faceNames={faceNames}
+                  onTrainAttempt={onTrainFace}
                 >
-                  <div className="flex gap-1">
-                    <LuSearch />
-                    {t("itemMenu.findSimilar.label")}
-                  </div>
-                </Button>
-              )}
-            {hasFace && (
-              <FaceSelectionDialog
-                className="w-full"
-                faceNames={faceNames}
-                onTrainAttempt={onTrainFace}
-              >
-                <Button className="w-full">
-                  <div className="flex gap-1">
-                    <TbFaceId />
-                    {t("trainFace", { ns: "views/faceLibrary" })}
-                  </div>
-                </Button>
-              </FaceSelectionDialog>
-            )}
-            {config?.cameras[search?.camera].audio_transcription.enabled &&
-              search?.label == "speech" &&
-              search?.end_time && (
-                <Button className="w-full" onClick={onTranscribe}>
-                  <div className="flex gap-1">
-                    <CgTranscript />
-                    {t("itemMenu.audioTranscription.label")}
-                  </div>
-                </Button>
+                  <Button className="w-full">
+                    <div className="flex gap-1">
+                      <TbFaceId />
+                      {t("trainFace", { ns: "views/faceLibrary" })}
+                    </div>
+                  </Button>
+                </FaceSelectionDialog>
               )}
+              {config?.cameras[search?.camera].audio_transcription.enabled &&
+                search?.label == "speech" &&
+                search?.end_time && (
+                  <Button className="w-full" onClick={onTranscribe}>
+                    <div className="flex gap-1">
+                      <CgTranscript />
+                      {t("itemMenu.audioTranscription.label")}
+                    </div>
+                  </Button>
+                )}
+            </div>
           </div>
-        </div>
+        )}
       </div>
       <div className="flex flex-col gap-1.5">
         {config?.cameras[search.camera].objects.genai.enabled &&
@@ -1167,7 +1296,7 @@ export function ObjectSnapshotTab({
               search.label != "on_demand" && (
                 <Card className="p-1 text-sm md:p-2">
                   <CardContent className="flex flex-col items-center justify-between gap-3 p-2 md:flex-row">
-                    <div className={cn("flex flex-col space-y-3")}>
+                    <div className={cn("flex max-w-sm flex-col space-y-3")}>
                       <div className={"text-lg leading-none"}>
                         {t("explore.plus.submitToPlus.label")}
                       </div>
@@ -1176,7 +1305,7 @@ export function ObjectSnapshotTab({
                       </div>
                     </div>
 
-                    <div className="flex w-full flex-1 flex-col justify-center gap-2 md:ml-8 md:w-auto md:justify-end">
+                    <div className="flex w-full flex-1 flex-col justify-center gap-2 md:ml-8 md:flex-1 md:justify-end">
                       {state == "reviewing" && (
                         <>
                           <div>

web/src/components/settings/CameraWizardDialog.tsx

@@ -174,9 +174,7 @@ export default function CameraWizardDialog({
             ...(friendlyName && { friendly_name: friendlyName }),
             ffmpeg: {
               inputs: wizardData.streams.map((stream, index) => {
-                const isRestreamed =
-                  wizardData.restreamIds?.includes(stream.id) ?? false;
-                if (isRestreamed) {
+                if (stream.restream) {
                   const go2rtcStreamName =
                     wizardData.streams!.length === 1
                       ? finalCameraName
@@ -234,7 +232,11 @@ export default function CameraWizardDialog({
                   wizardData.streams!.length === 1
                     ? finalCameraName
                     : `${finalCameraName}_${index + 1}`;
-                go2rtcStreams[streamName] = [stream.url];
+
+                const streamUrl = stream.useFfmpeg
+                  ? `ffmpeg:${stream.url}`
+                  : stream.url;
+                go2rtcStreams[streamName] = [streamUrl];
               });
 
               if (Object.keys(go2rtcStreams).length > 0) {

web/src/components/settings/wizard/Step1NameCamera.tsx

@@ -608,6 +608,12 @@ export default function Step1NameCamera({
         </div>
       )}
 
+      {isTesting && (
+        <div className="flex items-center gap-2 text-sm text-muted-foreground">
+          <ActivityIndicator className="size-4" />
+          {testStatus}
+        </div>
+      )}
       <div className="flex flex-col gap-3 pt-3 sm:flex-row sm:justify-end sm:gap-4">
         <Button
           type="button"
@@ -635,10 +641,7 @@ export default function Step1NameCamera({
             variant="select"
             className="flex items-center justify-center gap-2 sm:flex-1"
           >
-            {isTesting && <ActivityIndicator className="size-4" />}
-            {isTesting && testStatus
-              ? testStatus
-              : t("cameraWizard.step1.testConnection")}
+            {t("cameraWizard.step1.testConnection")}
           </Button>
         )}
       </div>

web/src/components/settings/wizard/Step2StreamConfig.tsx

@@ -201,16 +201,12 @@ export default function Step2StreamConfig({
 
   const setRestream = useCallback(
     (streamId: string) => {
-      const currentIds = wizardData.restreamIds || [];
-      const isSelected = currentIds.includes(streamId);
-      const newIds = isSelected
-        ? currentIds.filter((id) => id !== streamId)
-        : [...currentIds, streamId];
-      onUpdate({
-        restreamIds: newIds,
-      });
+      const stream = streams.find((s) => s.id === streamId);
+      if (!stream) return;
+
+      updateStream(streamId, { restream: !stream.restream });
     },
-    [wizardData.restreamIds, onUpdate],
+    [streams, updateStream],
   );
 
   const hasDetectRole = streams.some((s) => s.roles.includes("detect"));
@@ -435,9 +431,7 @@ export default function Step2StreamConfig({
                       {t("cameraWizard.step2.go2rtc")}
                     </span>
                     <Switch
-                      checked={(wizardData.restreamIds || []).includes(
-                        stream.id,
-                      )}
+                      checked={stream.restream || false}
                       onCheckedChange={() => setRestream(stream.id)}
                     />
                   </div>

web/src/components/settings/wizard/Step3Validation.tsx

@@ -1,7 +1,13 @@
 import { Button } from "@/components/ui/button";
 import { Badge } from "@/components/ui/badge";
+import { Switch } from "@/components/ui/switch";
+import {
+  Popover,
+  PopoverContent,
+  PopoverTrigger,
+} from "@/components/ui/popover";
 import { useTranslation } from "react-i18next";
-import { LuRotateCcw } from "react-icons/lu";
+import { LuRotateCcw, LuInfo } from "react-icons/lu";
 import { useState, useCallback, useMemo, useEffect } from "react";
 import ActivityIndicator from "@/components/indicators/activity-indicator";
 import axios from "axios";
@@ -216,7 +222,6 @@ export default function Step3Validation({
       brandTemplate: wizardData.brandTemplate,
       customUrl: wizardData.customUrl,
       streams: wizardData.streams,
-      restreamIds: wizardData.restreamIds,
     };
 
     onSave(configData);
@@ -322,6 +327,51 @@ export default function Step3Validation({
                     </div>
                   )}
 
+                  {result?.success && (
+                    <div className="mb-3 flex items-center justify-between">
+                      <div className="flex items-center gap-2">
+                        <span className="text-sm">
+                          {t("cameraWizard.step3.ffmpegModule")}
+                        </span>
+                        <Popover>
+                          <PopoverTrigger asChild>
+                            <Button
+                              variant="ghost"
+                              size="sm"
+                              className="h-4 w-4 p-0"
+                            >
+                              <LuInfo className="size-3" />
+                            </Button>
+                          </PopoverTrigger>
+                          <PopoverContent className="pointer-events-auto w-80 text-xs">
+                            <div className="space-y-2">
+                              <div className="font-medium">
+                                {t("cameraWizard.step3.ffmpegModule")}
+                              </div>
+                              <div className="text-muted-foreground">
+                                {t(
+                                  "cameraWizard.step3.ffmpegModuleDescription",
+                                )}
+                              </div>
+                            </div>
+                          </PopoverContent>
+                        </Popover>
+                      </div>
+                      <Switch
+                        checked={stream.useFfmpeg || false}
+                        onCheckedChange={(checked) => {
+                          onUpdate({
+                            streams: streams.map((s) =>
+                              s.id === stream.id
+                                ? { ...s, useFfmpeg: checked }
+                                : s,
+                            ),
+                          });
+                        }}
+                      />
+                    </div>
+                  )}
+
                   <div className="mb-2 flex flex-col justify-between gap-1 md:flex-row md:items-center">
                     <span className="break-all text-sm text-muted-foreground">
                       {stream.url}
@@ -491,8 +541,7 @@ function StreamIssues({
 
     // Restreaming check
     if (stream.roles.includes("record")) {
-      const restreamIds = wizardData.restreamIds || [];
-      if (restreamIds.includes(stream.id)) {
+      if (stream.restream) {
         result.push({
           type: "warning",
           message: t("cameraWizard.step3.issues.restreamingWarning"),
@@ -660,9 +709,10 @@ function StreamPreview({ stream, onBandwidthUpdate }: StreamPreviewProps) {
 
   useEffect(() => {
     // Register stream with go2rtc
+    const streamUrl = stream.useFfmpeg ? `ffmpeg:${stream.url}` : stream.url;
     axios
       .put(`go2rtc/streams/${streamId}`, null, {
-        params: { src: stream.url },
+        params: { src: streamUrl },
       })
       .then(() => {
         // Add small delay to allow go2rtc api to run and initialize the stream
@@ -680,7 +730,7 @@ function StreamPreview({ stream, onBandwidthUpdate }: StreamPreviewProps) {
         // do nothing on cleanup errors - go2rtc won't consume the streams
       });
     };
-  }, [stream.url, streamId]);
+  }, [stream.url, stream.useFfmpeg, streamId]);
 
   const resolution = stream.testResult?.resolution;
   let aspectRatio = "16/9";

web/src/components/timeline/DetailStream.tsx

@@ -57,7 +57,7 @@ export default function DetailStream({
     elementRef: scrollRef,
   });
 
-  const effectiveTime = currentTime + annotationOffset / 1000;
+  const effectiveTime = currentTime - annotationOffset / 1000;
   const [upload, setUpload] = useState<Event | undefined>(undefined);
   const [controlsExpanded, setControlsExpanded] = useState(false);
   const [alwaysExpandActive, setAlwaysExpandActive] = usePersistence(
@@ -213,6 +213,7 @@ export default function DetailStream({
                     config={config}
                     onSeek={onSeekCheckPlaying}
                     effectiveTime={effectiveTime}
+                    annotationOffset={annotationOffset}
                     isActive={activeReviewId == id}
                     onActivate={() => setActiveReviewId(id)}
                     onOpenUpload={(e) => setUpload(e)}
@@ -278,6 +279,7 @@ type ReviewGroupProps = {
   onActivate?: () => void;
   onOpenUpload?: (e: Event) => void;
   effectiveTime?: number;
+  annotationOffset: number;
   alwaysExpandActive?: boolean;
 };
 
@@ -290,11 +292,14 @@ function ReviewGroup({
   onActivate,
   onOpenUpload,
   effectiveTime,
+  annotationOffset,
   alwaysExpandActive = false,
 }: ReviewGroupProps) {
   const { t } = useTranslation("views/events");
   const [open, setOpen] = useState(false);
   const start = review.start_time ?? 0;
+  // review.start_time is in detect time, convert to record for seeking
+  const startRecord = start + annotationOffset / 1000;
 
   // Auto-expand when this review becomes active and alwaysExpandActive is enabled
   useEffect(() => {
@@ -371,7 +376,7 @@ function ReviewGroup({
         )}
         onClick={() => {
           onActivate?.();
-          onSeek(start);
+          onSeek(startRecord);
         }}
       >
         <div className="ml-4 mr-2 mt-1.5 flex flex-row items-start">
@@ -450,6 +455,7 @@ function ReviewGroup({
                     key={event.id}
                     event={event}
                     effectiveTime={effectiveTime}
+                    annotationOffset={annotationOffset}
                     onSeek={onSeek}
                     onOpenUpload={onOpenUpload}
                   />
@@ -483,12 +489,14 @@ function ReviewGroup({
 type EventListProps = {
   event: Event;
   effectiveTime?: number;
+  annotationOffset: number;
   onSeek: (ts: number, play?: boolean) => void;
   onOpenUpload?: (e: Event) => void;
 };
 function EventList({
   event,
   effectiveTime,
+  annotationOffset,
   onSeek,
   onOpenUpload,
 }: EventListProps) {
@@ -505,14 +513,17 @@ function EventList({
     if (event) {
       setSelectedObjectIds([]);
       setSelectedObjectIds([event.id]);
-      onSeek(event.start_time);
+      // event.start_time is detect time, convert to record
+      const recordTime = event.start_time + annotationOffset / 1000;
+      onSeek(recordTime);
     } else {
       setSelectedObjectIds([]);
     }
   };
 
   const handleTimelineClick = (ts: number, play?: boolean) => {
-    handleObjectSelect(event);
+    setSelectedObjectIds([]);
+    setSelectedObjectIds([event.id]);
     onSeek(ts, play);
   };
 
@@ -554,7 +565,6 @@ function EventList({
               )}
               onClick={(e) => {
                 e.stopPropagation();
-                onSeek(event.start_time);
                 handleObjectSelect(event);
               }}
               role="button"
@@ -568,7 +578,6 @@ function EventList({
               className="flex flex-1 items-center gap-2"
               onClick={(e) => {
                 e.stopPropagation();
-                onSeek(event.start_time);
                 handleObjectSelect(event);
               }}
               role="button"
@@ -607,6 +616,7 @@ function EventList({
             eventId={event.id}
             onSeek={handleTimelineClick}
             effectiveTime={effectiveTime}
+            annotationOffset={annotationOffset}
             startTime={event.start_time}
             endTime={event.end_time}
           />
@@ -621,6 +631,7 @@ type LifecycleItemProps = {
   isActive?: boolean;
   onSeek?: (timestamp: number, play?: boolean) => void;
   effectiveTime?: number;
+  annotationOffset: number;
   isTimelineActive?: boolean;
 };
 
@@ -629,6 +640,7 @@ function LifecycleItem({
   isActive,
   onSeek,
   effectiveTime,
+  annotationOffset,
   isTimelineActive = false,
 }: LifecycleItemProps) {
   const { t } = useTranslation("views/events");
@@ -682,7 +694,8 @@ function LifecycleItem({
     <div
       role="button"
       onClick={() => {
-        onSeek?.(item.timestamp, false);
+        const recordTimestamp = item.timestamp + annotationOffset / 1000;
+        onSeek?.(recordTimestamp, false);
       }}
       className={cn(
         "flex cursor-pointer items-center gap-2 text-sm text-primary-variant",
@@ -751,12 +764,14 @@ function ObjectTimeline({
   eventId,
   onSeek,
   effectiveTime,
+  annotationOffset,
   startTime,
   endTime,
 }: {
   eventId: string;
   onSeek: (ts: number, play?: boolean) => void;
   effectiveTime?: number;
+  annotationOffset: number;
   startTime?: number;
   endTime?: number;
 }) {
@@ -857,6 +872,7 @@ function ObjectTimeline({
               onSeek={onSeek}
               isActive={isActive}
               effectiveTime={effectiveTime}
+              annotationOffset={annotationOffset}
               isTimelineActive={isWithinEventRange}
             />
           );

web/src/context/detail-stream-context.tsx

@@ -22,6 +22,7 @@ interface DetailStreamProviderProps {
   isDetailMode: boolean;
   currentTime: number;
   camera: string;
+  initialSelectedObjectIds?: string[];
 }
 
 export function DetailStreamProvider({
@@ -29,8 +30,11 @@ export function DetailStreamProvider({
   isDetailMode,
   currentTime,
   camera,
+  initialSelectedObjectIds,
 }: DetailStreamProviderProps) {
-  const [selectedObjectIds, setSelectedObjectIds] = useState<string[]>([]);
+  const [selectedObjectIds, setSelectedObjectIds] = useState<string[]>(
+    () => initialSelectedObjectIds ?? [],
+  );
 
   const toggleObjectSelection = (id: string | undefined) => {
     if (id === undefined) {

web/src/types/cameraWizard.ts

@@ -85,6 +85,8 @@ export type StreamConfig = {
   quality?: string;
   testResult?: TestResult;
   userTested?: boolean;
+  useFfmpeg?: boolean;
+  restream?: boolean;
 };
 
 export type TestResult = {
@@ -105,7 +107,6 @@ export type WizardFormData = {
   brandTemplate?: CameraBrand;
   customUrl?: string;
   streams?: StreamConfig[];
-  restreamIds?: string[];
 };
 
 // API Response Types
@@ -146,6 +147,7 @@ export type CameraConfigData = {
         inputs: {
           path: string;
           roles: string[];
+          input_args?: string;
         }[];
       };
       live?: {

web/src/utils/lifecycleUtil.ts

@@ -13,7 +13,8 @@ function formatZonesList(zones: string[]): string {
     });
   }
 
-  const allButLast = zones.slice(0, -1).join(", ");
+  const separatorWithSpace = t("list.separatorWithSpace", { ns: "common" });
+  const allButLast = zones.slice(0, -1).join(separatorWithSpace);
   return t("list.many", {
     items: allButLast,
     last: zones[zones.length - 1],

web/src/views/classification/ModelSelectionView.tsx

@@ -2,7 +2,7 @@ import { baseUrl } from "@/api/baseUrl";
 import ClassificationModelWizardDialog from "@/components/classification/ClassificationModelWizardDialog";
 import ActivityIndicator from "@/components/indicators/activity-indicator";
 import { ImageShadowOverlay } from "@/components/overlay/ImageShadowOverlay";
-import { Button } from "@/components/ui/button";
+import { Button, buttonVariants } from "@/components/ui/button";
 import { ToggleGroup, ToggleGroupItem } from "@/components/ui/toggle-group";
 import useOptimisticState from "@/hooks/use-optimistic-state";
 import { cn } from "@/lib/utils";
@@ -10,13 +10,34 @@ import {
   CustomClassificationModelConfig,
   FrigateConfig,
 } from "@/types/frigateConfig";
-import { useEffect, useMemo, useState } from "react";
+import { useCallback, useEffect, useMemo, useState } from "react";
 import { useTranslation } from "react-i18next";
 import { FaFolderPlus } from "react-icons/fa";
 import { MdModelTraining } from "react-icons/md";
+import { LuTrash2 } from "react-icons/lu";
+import { FiMoreVertical } from "react-icons/fi";
 import useSWR from "swr";
 import Heading from "@/components/ui/heading";
 import { useOverlayState } from "@/hooks/use-overlay-state";
+import axios from "axios";
+import { toast } from "sonner";
+import {
+  DropdownMenu,
+  DropdownMenuContent,
+  DropdownMenuItem,
+  DropdownMenuTrigger,
+} from "@/components/ui/dropdown-menu";
+import {
+  AlertDialog,
+  AlertDialogAction,
+  AlertDialogCancel,
+  AlertDialogContent,
+  AlertDialogDescription,
+  AlertDialogFooter,
+  AlertDialogHeader,
+  AlertDialogTitle,
+} from "@/components/ui/alert-dialog";
+import BlurredIconButton from "@/components/button/BlurredIconButton";
 
 const allModelTypes = ["objects", "states"] as const;
 type ModelType = (typeof allModelTypes)[number];
@@ -126,7 +147,7 @@ export default function ModelSelectionView({
             onClick={() => setNewModel(true)}
           >
             <FaFolderPlus />
-            Add Classification
+            {t("button.addClassification")}
           </Button>
         </div>
       </div>
@@ -142,6 +163,7 @@ export default function ModelSelectionView({
               key={config.name}
               config={config}
               onClick={() => onClick(config)}
+              onDelete={() => refreshConfig()}
             />
           ))}
         </div>
@@ -179,12 +201,55 @@ function NoModelsView({
 type ModelCardProps = {
   config: CustomClassificationModelConfig;
   onClick: () => void;
+  onDelete: () => void;
 };
-function ModelCard({ config, onClick }: ModelCardProps) {
+function ModelCard({ config, onClick, onDelete }: ModelCardProps) {
+  const { t } = useTranslation(["views/classificationModel"]);
+
   const { data: dataset } = useSWR<{
     [id: string]: string[];
   }>(`classification/${config.name}/dataset`, { revalidateOnFocus: false });
 
+  const [deleteDialogOpen, setDeleteDialogOpen] = useState(false);
+
+  const handleDelete = useCallback(async () => {
+    try {
+      await axios.delete(`classification/${config.name}`);
+      await axios.put("/config/set", {
+        requires_restart: 0,
+        update_topic: `config/classification/custom/${config.name}`,
+        config_data: {
+          classification: {
+            custom: {
+              [config.name]: "",
+            },
+          },
+        },
+      });
+
+      toast.success(t("toast.success.deletedModel", { count: 1 }), {
+        position: "top-center",
+      });
+      onDelete();
+    } catch (err) {
+      const error = err as {
+        response?: { data?: { message?: string; detail?: string } };
+      };
+      const errorMessage =
+        error.response?.data?.message ||
+        error.response?.data?.detail ||
+        "Unknown error";
+      toast.error(t("toast.error.deleteModelFailed", { errorMessage }), {
+        position: "top-center",
+      });
+    }
+  }, [config, onDelete, t]);
+
+  const handleDeleteClick = useCallback((e: React.MouseEvent) => {
+    e.stopPropagation();
+    setDeleteDialogOpen(true);
+  }, []);
+
   const coverImage = useMemo(() => {
     if (!dataset) {
       return undefined;
@@ -204,22 +269,65 @@ function ModelCard({ config, onClick }: ModelCardProps) {
   }, [dataset]);
 
   return (
-    <div
-      key={config.name}
-      className={cn(
-        "relative aspect-square w-full cursor-pointer overflow-hidden rounded-lg",
-        "outline-transparent duration-500",
-      )}
-      onClick={() => onClick()}
-    >
-      <img
-        className="size-full"
-        src={`${baseUrl}clips/${config.name}/dataset/${coverImage?.name}/${coverImage?.img}`}
-      />
-      <ImageShadowOverlay />
-      <div className="absolute bottom-2 left-3 text-lg smart-capitalize">
-        {config.name}
+    <>
+      <AlertDialog
+        open={deleteDialogOpen}
+        onOpenChange={() => setDeleteDialogOpen(!deleteDialogOpen)}
+      >
+        <AlertDialogContent>
+          <AlertDialogHeader>
+            <AlertDialogTitle>{t("deleteModel.title")}</AlertDialogTitle>
+          </AlertDialogHeader>
+          <AlertDialogDescription>
+            {t("deleteModel.single", { name: config.name })}
+          </AlertDialogDescription>
+          <AlertDialogFooter>
+            <AlertDialogCancel>
+              {t("button.cancel", { ns: "common" })}
+            </AlertDialogCancel>
+            <AlertDialogAction
+              className={buttonVariants({ variant: "destructive" })}
+              onClick={handleDelete}
+            >
+              {t("button.delete", { ns: "common" })}
+            </AlertDialogAction>
+          </AlertDialogFooter>
+        </AlertDialogContent>
+      </AlertDialog>
+
+      <div
+        className={cn(
+          "relative aspect-square w-full cursor-pointer overflow-hidden rounded-lg",
+        )}
+        onClick={onClick}
+      >
+        <img
+          className="size-full"
+          src={`${baseUrl}clips/${config.name}/dataset/${coverImage?.name}/${coverImage?.img}`}
+        />
+        <ImageShadowOverlay lowerClassName="h-[30%] z-0" />
+        <div className="absolute bottom-2 left-3 text-lg text-white smart-capitalize">
+          {config.name}
+        </div>
+        <div className="absolute bottom-2 right-2 z-40">
+          <DropdownMenu>
+            <DropdownMenuTrigger asChild onClick={(e) => e.stopPropagation()}>
+              <BlurredIconButton>
+                <FiMoreVertical className="size-5 text-white" />
+              </BlurredIconButton>
+            </DropdownMenuTrigger>
+            <DropdownMenuContent
+              align="end"
+              onClick={(e) => e.stopPropagation()}
+            >
+              <DropdownMenuItem onClick={handleDeleteClick}>
+                <LuTrash2 className="mr-2 size-4" />
+                <span>{t("button.delete", { ns: "common" })}</span>
+              </DropdownMenuItem>
+            </DropdownMenuContent>
+          </DropdownMenu>
+        </div>
       </div>
-    </div>
+    </>
   );
 }

web/src/views/classification/ModelTrainingView.tsx

@@ -893,7 +893,7 @@ function ObjectTrainGrid({
   // selection
 
   const [selectedEvent, setSelectedEvent] = useState<Event>();
-  const [dialogTab, setDialogTab] = useState<SearchTab>("details");
+  const [dialogTab, setDialogTab] = useState<SearchTab>("snapshot");
 
   // handlers
 

web/src/views/search/SearchView.tsx

@@ -214,7 +214,7 @@ export default function SearchView({
   // detail
 
   const [searchDetail, setSearchDetail] = useState<SearchResult>();
-  const [page, setPage] = useState<SearchTab>("details");
+  const [page, setPage] = useState<SearchTab>("snapshot");
 
   // search interaction
 
@@ -222,7 +222,7 @@ export default function SearchView({
   const itemRefs = useRef<(HTMLDivElement | null)[]>([]);
 
   const onSelectSearch = useCallback(
-    (item: SearchResult, ctrl: boolean, page: SearchTab = "details") => {
+    (item: SearchResult, ctrl: boolean, page: SearchTab = "snapshot") => {
       if (selectedObjects.length > 1 || ctrl) {
         const index = selectedObjects.indexOf(item.id);