diff --git a/docs/docs/configuration/face_recognition.md b/docs/docs/configuration/face_recognition.md
index 4d934afce..aac1be9b5 100644
--- a/docs/docs/configuration/face_recognition.md
+++ b/docs/docs/configuration/face_recognition.md
@@ -3,19 +3,55 @@ id: face_recognition
 title: Face Recognition
 ---
 
-Face recognition allows people to be assigned names and when their face is recognized Frigate will assign the person's name as a sub label. This information is included in the UI, filters, as well as in notifications.
+Face recognition identifies known individuals by matching detected faces with previously learned facial data. When a known person is recognized, their name will be added as a `sub_label`. This information is included in the UI, filters, as well as in notifications.
+
+## Model Requirements
 
 Frigate has support for CV2 Local Binary Pattern Face Recognizer to recognize faces, which runs locally. A lightweight face landmark detection model is also used to align faces before running them through the face recognizer.
 
+Users running a Frigate+ model (or any custom model that natively detects faces) should ensure that `face` is added to the [list of objects to track](../plus/#available-label-types) either globally or for a specific camera. This will allow face detection to run at the same time as object detection and be more efficient.
+
+Users without a model that detects faces can still run face recognition. Frigate uses a lightweight DNN face detection model that runs on the CPU. In this case, you should _not_ define `face` in your list of objects to track.
+
+:::note
+
+Frigate needs to first detect a `face` before it can recognize a face.
+
+:::
+
+## Minimum System Requirements
+
+Face recognition is lightweight and runs on the CPU, there are no significantly different system requirements than running Frigate itself.
+
 ## Configuration
 
-Face recognition is disabled by default, face recognition must be enabled in your config file before it can be used. Face recognition is a global configuration setting.
+Face recognition is disabled by default, face recognition must be enabled in the UI or in your config file before it can be used. Face recognition is a global configuration setting.
 
 ```yaml
 face_recognition:
   enabled: true
 ```
 
+## Advanced Configuration
+
+Fine-tune face recognition with these optional parameters:
+
+### Detection
+
+- `detection_threshold`: Face detection confidence score required before recognition runs:
+  - Default: `0.7`
+  - Note: This is field only applies to the standalone face detection model, `min_score` should be used to filter for models that have face detection built in.
+- `min_area`: Defines the minimum size (in pixels) a face must be before recognition runs.
+  - Default: `500` pixels.
+  - Depending on the resolution of your camera's `detect` stream, you can increase this value to ignore small or distant faces.
+
+### Recognition
+
+- `recognition_threshold`: Recognition confidence score required to add the face to the object as a sub label.
+  - Default: `0.9`.
+- `blur_confidence_filter`: Enables a filter that calculates how blurry the face is and adjusts the confidence based on this.
+  - Default: `True`.
+
 ## Dataset
 
 The number of images needed for a sufficient training set for face recognition varies depending on several factors:
diff --git a/docs/docs/configuration/license_plate_recognition.md b/docs/docs/configuration/license_plate_recognition.md
index 776f30cf9..ee490a7a6 100644
--- a/docs/docs/configuration/license_plate_recognition.md
+++ b/docs/docs/configuration/license_plate_recognition.md
@@ -51,16 +51,16 @@ Fine-tune the LPR feature using these optional parameters:
 
 - **`detection_threshold`**: License plate object detection confidence score required before recognition runs.
   - Default: `0.7`
-  - Note: If you are using a Frigate+ model and you set the `threshold` in your objects config for `license_plate` higher than this value, recognition will never run. It's best to ensure these values match, or this `detection_threshold` is lower than your object config `threshold`.
+  - Note: This is field only applies to the standalone license plate detection model, `min_score` should be used to filter for models that have license plate detection built in.
 - **`min_area`**: Defines the minimum size (in pixels) a license plate must be before recognition runs.
   - Default: `1000` pixels.
   - Depending on the resolution of your camera's `detect` stream, you can increase this value to ignore small or distant plates.
 
 ### Recognition
 
-- **`recognition_threshold`**: Recognition confidence score required to add the plate to the object as a sub label.
+- **`recognition_threshold`**: Recognition confidence score required to add the plate to the object as a `recognized_license_plate` and/or `sub_label`.
   - Default: `0.9`.
-- **`min_plate_length`**: Specifies the minimum number of characters a detected license plate must have to be added as a sub label to an object.
+- **`min_plate_length`**: Specifies the minimum number of characters a detected license plate must have to be added as a `recognized_license_plate` and/or `sub_label` to an object.
   - Use this to filter out short, incomplete, or incorrect detections.
 - **`format`**: A regular expression defining the expected format of detected plates. Plates that do not match this format will be discarded.
   - `"^[A-Z]{1,3} [A-Z]{1,2} [0-9]{1,4}$"` matches plates like "B AB 1234" or "M X 7"
diff --git a/frigate/api/auth.py b/frigate/api/auth.py
index c0ed94d5c..f806a0c30 100644
--- a/frigate/api/auth.py
+++ b/frigate/api/auth.py
@@ -189,21 +189,15 @@ def set_jwt_cookie(response: Response, cookie_name, encoded_jwt, expiration, sec
 
 
 async def get_current_user(request: Request):
-    JWT_COOKIE_NAME = request.app.frigate_config.auth.cookie_name
-    encoded_token = request.cookies.get(JWT_COOKIE_NAME)
-    if not encoded_token:
-        return JSONResponse(content={"message": "No JWT token found"}, status_code=401)
+    username = request.headers.get("remote-user")
+    role = request.headers.get("remote-role")
 
-    try:
-        token = jwt.decode(encoded_token, request.app.jwt_token)
-        if "sub" not in token.claims or "role" not in token.claims:
-            return JSONResponse(
-                content={"message": "Invalid JWT token"}, status_code=401
-            )
-        return {"username": token.claims["sub"], "role": token.claims["role"]}
-    except Exception as e:
-        logger.error(f"Error parsing JWT: {e}")
-        return JSONResponse(content={"message": "Invalid JWT token"}, status_code=401)
+    if not username or not role:
+        return JSONResponse(
+            content={"message": "No authorization headers."}, status_code=401
+        )
+
+    return {"username": username, "role": role}
 
 
 def require_role(required_roles: List[str]):
diff --git a/frigate/api/media.py b/frigate/api/media.py
index b74ec93d1..83307a15c 100644
--- a/frigate/api/media.py
+++ b/frigate/api/media.py
@@ -27,6 +27,7 @@ from frigate.api.defs.query.media_query_parameters import (
     MediaRecordingsSummaryQueryParams,
 )
 from frigate.api.defs.tags import Tags
+from frigate.camera.state import CameraState
 from frigate.config import FrigateConfig
 from frigate.const import (
     CACHE_DIR,
@@ -106,10 +107,10 @@ def imagestream(
 
 
 @router.get("/{camera_name}/ptz/info")
-def camera_ptz_info(request: Request, camera_name: str):
+async def camera_ptz_info(request: Request, camera_name: str):
     if camera_name in request.app.frigate_config.cameras:
         return JSONResponse(
-            content=request.app.onvif.get_camera_info(camera_name),
+            content=await request.app.onvif.get_camera_info(camera_name),
         )
     else:
         return JSONResponse(
@@ -765,12 +766,15 @@ def event_snapshot(
     except DoesNotExist:
         # see if the object is currently being tracked
         try:
-            camera_states = request.app.detected_frames_processor.camera_states.values()
+            camera_states: list[CameraState] = (
+                request.app.detected_frames_processor.camera_states.values()
+            )
             for camera_state in camera_states:
                 if event_id in camera_state.tracked_objects:
                     tracked_obj = camera_state.tracked_objects.get(event_id)
                     if tracked_obj is not None:
-                        jpg_bytes = tracked_obj.get_jpg_bytes(
+                        jpg_bytes = tracked_obj.get_img_bytes(
+                            ext="jpg",
                             timestamp=params.timestamp,
                             bounding_box=params.bbox,
                             crop=params.crop,
@@ -779,17 +783,19 @@ def event_snapshot(
                         )
         except Exception:
             return JSONResponse(
-                content={"success": False, "message": "Event not found"},
+                content={"success": False, "message": "Ongoing event not found"},
                 status_code=404,
             )
     except Exception:
         return JSONResponse(
-            content={"success": False, "message": "Event not found"}, status_code=404
+            content={"success": False, "message": "Unknown error occurred"},
+            status_code=404,
         )
 
     if jpg_bytes is None:
         return JSONResponse(
-            content={"success": False, "message": "Event not found"}, status_code=404
+            content={"success": False, "message": "Live frame not available"},
+            status_code=404,
         )
 
     headers = {
diff --git a/frigate/api/review.py b/frigate/api/review.py
index 4788356f3..b04c8353a 100644
--- a/frigate/api/review.py
+++ b/frigate/api/review.py
@@ -9,10 +9,10 @@ import pandas as pd
 from fastapi import APIRouter
 from fastapi.params import Depends
 from fastapi.responses import JSONResponse
-from peewee import Case, DoesNotExist, fn, operator
+from peewee import Case, DoesNotExist, IntegrityError, fn, operator
 from playhouse.shortcuts import model_to_dict
 
-from frigate.api.auth import require_role
+from frigate.api.auth import get_current_user, require_role
 from frigate.api.defs.query.review_query_parameters import (
     ReviewActivityMotionQueryParams,
     ReviewQueryParams,
@@ -26,7 +26,7 @@ from frigate.api.defs.response.review_response import (
     ReviewSummaryResponse,
 )
 from frigate.api.defs.tags import Tags
-from frigate.models import Recordings, ReviewSegment
+from frigate.models import Recordings, ReviewSegment, UserReviewStatus
 from frigate.review.types import SeverityEnum
 from frigate.util.builtin import get_tz_modifiers
 
@@ -36,7 +36,15 @@ router = APIRouter(tags=[Tags.review])
 
 
 @router.get("/review", response_model=list[ReviewSegmentResponse])
-def review(params: ReviewQueryParams = Depends()):
+async def review(
+    params: ReviewQueryParams = Depends(),
+    current_user: dict = Depends(get_current_user),
+):
+    if isinstance(current_user, JSONResponse):
+        return current_user
+
+    user_id = current_user["username"]
+
     cameras = params.cameras
     labels = params.labels
     zones = params.zones
@@ -74,9 +82,7 @@ def review(params: ReviewQueryParams = Depends()):
                 (ReviewSegment.data["objects"].cast("text") % f'*"{label}"*')
                 | (ReviewSegment.data["audio"].cast("text") % f'*"{label}"*')
             )
-
-        label_clause = reduce(operator.or_, label_clauses)
-        clauses.append((label_clause))
+        clauses.append(reduce(operator.or_, label_clauses))
 
     if zones != "all":
         # use matching so segments with multiple zones
@@ -88,27 +94,52 @@ def review(params: ReviewQueryParams = Depends()):
             zone_clauses.append(
                 (ReviewSegment.data["zones"].cast("text") % f'*"{zone}"*')
             )
-
-        zone_clause = reduce(operator.or_, zone_clauses)
-        clauses.append((zone_clause))
-
-    if reviewed == 0:
-        clauses.append((ReviewSegment.has_been_reviewed == False))
+        clauses.append(reduce(operator.or_, zone_clauses))
 
     if severity:
         clauses.append((ReviewSegment.severity == severity))
 
-    review = (
-        ReviewSegment.select()
+    # Join with UserReviewStatus to get per-user review status
+    review_query = (
+        ReviewSegment.select(
+            ReviewSegment.id,
+            ReviewSegment.camera,
+            ReviewSegment.start_time,
+            ReviewSegment.end_time,
+            ReviewSegment.severity,
+            ReviewSegment.thumb_path,
+            ReviewSegment.data,
+            fn.COALESCE(UserReviewStatus.has_been_reviewed, False).alias(
+                "has_been_reviewed"
+            ),
+        )
+        .left_outer_join(
+            UserReviewStatus,
+            on=(
+                (ReviewSegment.id == UserReviewStatus.review_segment)
+                & (UserReviewStatus.user_id == user_id)
+            ),
+        )
         .where(reduce(operator.and_, clauses))
-        .order_by(ReviewSegment.severity.asc())
+    )
+
+    # Filter unreviewed items without subquery
+    if reviewed == 0:
+        review_query = review_query.where(
+            (UserReviewStatus.has_been_reviewed == False)
+            | (UserReviewStatus.has_been_reviewed.is_null())
+        )
+
+    # Apply ordering and limit
+    review_query = (
+        review_query.order_by(ReviewSegment.severity.asc())
         .order_by(ReviewSegment.start_time.desc())
         .limit(limit)
         .dicts()
         .iterator()
     )
 
-    return JSONResponse(content=[r for r in review])
+    return JSONResponse(content=[r for r in review_query])
 
 
 @router.get("/review_ids", response_model=list[ReviewSegmentResponse])
@@ -134,7 +165,15 @@ def review_ids(ids: str):
 
 
 @router.get("/review/summary", response_model=ReviewSummaryResponse)
-def review_summary(params: ReviewSummaryQueryParams = Depends()):
+async def review_summary(
+    params: ReviewSummaryQueryParams = Depends(),
+    current_user: dict = Depends(get_current_user),
+):
+    if isinstance(current_user, JSONResponse):
+        return current_user
+
+    user_id = current_user["username"]
+
     hour_modifier, minute_modifier, seconds_offset = get_tz_modifiers(params.timezone)
     day_ago = (datetime.datetime.now() - datetime.timedelta(hours=24)).timestamp()
     month_ago = (datetime.datetime.now() - datetime.timedelta(days=30)).timestamp()
@@ -160,10 +199,7 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
                 (ReviewSegment.data["objects"].cast("text") % f'*"{label}"*')
                 | (ReviewSegment.data["audio"].cast("text") % f'*"{label}"*')
             )
-
-        label_clause = reduce(operator.or_, label_clauses)
-        clauses.append((label_clause))
-
+        clauses.append(reduce(operator.or_, label_clauses))
     if zones != "all":
         # use matching so segments with multiple zones
         # still match on a search where any zone matches
@@ -172,21 +208,20 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
 
         for zone in filtered_zones:
             zone_clauses.append(
-                (ReviewSegment.data["zones"].cast("text") % f'*"{zone}"*')
+                ReviewSegment.data["zones"].cast("text") % f'*"{zone}"*'
             )
+        clauses.append(reduce(operator.or_, zone_clauses))
 
-        zone_clause = reduce(operator.or_, zone_clauses)
-        clauses.append((zone_clause))
-
-    last_24 = (
+    last_24_query = (
         ReviewSegment.select(
             fn.SUM(
                 Case(
                     None,
                     [
                         (
-                            (ReviewSegment.severity == SeverityEnum.alert),
-                            ReviewSegment.has_been_reviewed,
+                            (ReviewSegment.severity == SeverityEnum.alert)
+                            & (UserReviewStatus.has_been_reviewed == True),
+                            1,
                         )
                     ],
                     0,
@@ -197,8 +232,9 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
                     None,
                     [
                         (
-                            (ReviewSegment.severity == SeverityEnum.detection),
-                            ReviewSegment.has_been_reviewed,
+                            (ReviewSegment.severity == SeverityEnum.detection)
+                            & (UserReviewStatus.has_been_reviewed == True),
+                            1,
                         )
                     ],
                     0,
@@ -229,6 +265,13 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
                 )
             ).alias("total_detection"),
         )
+        .left_outer_join(
+            UserReviewStatus,
+            on=(
+                (ReviewSegment.id == UserReviewStatus.review_segment)
+                & (UserReviewStatus.user_id == user_id)
+            ),
+        )
         .where(reduce(operator.and_, clauses))
         .dicts()
         .get()
@@ -248,14 +291,12 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
 
         for label in filtered_labels:
             label_clauses.append(
-                (ReviewSegment.data["objects"].cast("text") % f'*"{label}"*')
+                ReviewSegment.data["objects"].cast("text") % f'*"{label}"*'
             )
-
-        label_clause = reduce(operator.or_, label_clauses)
-        clauses.append((label_clause))
+        clauses.append(reduce(operator.or_, label_clauses))
 
     day_in_seconds = 60 * 60 * 24
-    last_month = (
+    last_month_query = (
         ReviewSegment.select(
             fn.strftime(
                 "%Y-%m-%d",
@@ -271,8 +312,9 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
                     None,
                     [
                         (
-                            (ReviewSegment.severity == SeverityEnum.alert),
-                            ReviewSegment.has_been_reviewed,
+                            (ReviewSegment.severity == SeverityEnum.alert)
+                            & (UserReviewStatus.has_been_reviewed == True),
+                            1,
                         )
                     ],
                     0,
@@ -283,8 +325,9 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
                     None,
                     [
                         (
-                            (ReviewSegment.severity == SeverityEnum.detection),
-                            ReviewSegment.has_been_reviewed,
+                            (ReviewSegment.severity == SeverityEnum.detection)
+                            & (UserReviewStatus.has_been_reviewed == True),
+                            1,
                         )
                     ],
                     0,
@@ -315,28 +358,59 @@ def review_summary(params: ReviewSummaryQueryParams = Depends()):
                 )
             ).alias("total_detection"),
         )
+        .left_outer_join(
+            UserReviewStatus,
+            on=(
+                (ReviewSegment.id == UserReviewStatus.review_segment)
+                & (UserReviewStatus.user_id == user_id)
+            ),
+        )
         .where(reduce(operator.and_, clauses))
         .group_by(
-            (ReviewSegment.start_time + seconds_offset).cast("int") / day_in_seconds,
+            (ReviewSegment.start_time + seconds_offset).cast("int") / day_in_seconds
         )
         .order_by(ReviewSegment.start_time.desc())
     )
 
     data = {
-        "last24Hours": last_24,
+        "last24Hours": last_24_query,
     }
 
-    for e in last_month.dicts().iterator():
+    for e in last_month_query.dicts().iterator():
         data[e["day"]] = e
 
     return JSONResponse(content=data)
 
 
 @router.post("/reviews/viewed", response_model=GenericResponse)
-def set_multiple_reviewed(body: ReviewModifyMultipleBody):
-    ReviewSegment.update(has_been_reviewed=True).where(
-        ReviewSegment.id << body.ids
-    ).execute()
+async def set_multiple_reviewed(
+    body: ReviewModifyMultipleBody,
+    current_user: dict = Depends(get_current_user),
+):
+    if isinstance(current_user, JSONResponse):
+        return current_user
+
+    user_id = current_user["username"]
+
+    for review_id in body.ids:
+        try:
+            review_status = UserReviewStatus.get(
+                UserReviewStatus.user_id == user_id,
+                UserReviewStatus.review_segment == review_id,
+            )
+            # If it exists and isn’t reviewed, update it
+            if not review_status.has_been_reviewed:
+                review_status.has_been_reviewed = True
+                review_status.save()
+        except DoesNotExist:
+            try:
+                UserReviewStatus.create(
+                    user_id=user_id,
+                    review_segment=ReviewSegment.get(id=review_id),
+                    has_been_reviewed=True,
+                )
+            except (DoesNotExist, IntegrityError):
+                pass
 
     return JSONResponse(
         content=({"success": True, "message": "Reviewed multiple items"}),
@@ -389,6 +463,9 @@ def delete_reviews(body: ReviewModifyMultipleBody):
     # delete recordings and review segments
     Recordings.delete().where(Recordings.id << recording_ids).execute()
     ReviewSegment.delete().where(ReviewSegment.id << list_of_ids).execute()
+    UserReviewStatus.delete().where(
+        UserReviewStatus.review_segment << list_of_ids
+    ).execute()
 
     return JSONResponse(
         content=({"success": True, "message": "Deleted review items."}), status_code=200
@@ -502,7 +579,15 @@ def get_review(review_id: str):
 
 
 @router.delete("/review/{review_id}/viewed", response_model=GenericResponse)
-def set_not_reviewed(review_id: str):
+async def set_not_reviewed(
+    review_id: str,
+    current_user: dict = Depends(get_current_user),
+):
+    if isinstance(current_user, JSONResponse):
+        return current_user
+
+    user_id = current_user["username"]
+
     try:
         review: ReviewSegment = ReviewSegment.get(ReviewSegment.id == review_id)
     except DoesNotExist:
@@ -513,8 +598,15 @@ def set_not_reviewed(review_id: str):
             status_code=404,
         )
 
-    review.has_been_reviewed = False
-    review.save()
+    try:
+        user_review = UserReviewStatus.get(
+            UserReviewStatus.user_id == user_id,
+            UserReviewStatus.review_segment == review,
+        )
+        # we could update here instead of delete if we need
+        user_review.delete_instance()
+    except DoesNotExist:
+        pass  # Already effectively "not reviewed"
 
     return JSONResponse(
         content=({"success": True, "message": f"Set Review {review_id} as not viewed"}),
diff --git a/frigate/config/classification.py b/frigate/config/classification.py
index 07d986d7d..30cd12b7c 100644
--- a/frigate/config/classification.py
+++ b/frigate/config/classification.py
@@ -55,7 +55,13 @@ class FaceRecognitionConfig(FrigateBaseModel):
         gt=0.0,
         le=1.0,
     )
-    threshold: float = Field(
+    detection_threshold: float = Field(
+        default=0.7,
+        title="Minimum face detection score required to be considered a face.",
+        gt=0.0,
+        le=1.0,
+    )
+    recognition_threshold: float = Field(
         default=0.9,
         title="Minimum face distance score required to be considered a match.",
         gt=0.0,
diff --git a/frigate/data_processing/common/license_plate/mixin.py b/frigate/data_processing/common/license_plate/mixin.py
index 751a674f5..c07163819 100644
--- a/frigate/data_processing/common/license_plate/mixin.py
+++ b/frigate/data_processing/common/license_plate/mixin.py
@@ -937,12 +937,6 @@ class LicensePlateProcessingMixin:
             if not license_plate:
                 return
 
-            if license_plate.get("score") < self.lpr_config.detection_threshold:
-                logger.debug(
-                    f"Plate detection score is less than the threshold ({license_plate['score']:0.2f} < {self.lpr_config.detection_threshold})"
-                )
-                return
-
             license_plate_box = license_plate.get("box")
 
             # check that license plate is valid
diff --git a/frigate/data_processing/real_time/bird.py b/frigate/data_processing/real_time/bird.py
index d942edf6f..ba6d4f08c 100644
--- a/frigate/data_processing/real_time/bird.py
+++ b/frigate/data_processing/real_time/bird.py
@@ -115,10 +115,10 @@ class BirdRealTimeProcessor(RealTimeProcessorApi):
             x:x2,
         ]
 
-        cv2.imwrite("/media/frigate/test_class.png", input)
+        if input.shape != (224, 224):
+            input = cv2.resize(input, (224, 224))
 
         input = np.expand_dims(input, axis=0)
-
         self.interpreter.set_tensor(self.tensor_input_details[0]["index"], input)
         self.interpreter.invoke()
         res: np.ndarray = self.interpreter.get_tensor(
diff --git a/frigate/data_processing/real_time/face.py b/frigate/data_processing/real_time/face.py
index c88aae027..7d97f8586 100644
--- a/frigate/data_processing/real_time/face.py
+++ b/frigate/data_processing/real_time/face.py
@@ -88,7 +88,7 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
             os.path.join(MODEL_CACHE_DIR, "facedet/facedet.onnx"),
             config="",
             input_size=(320, 320),
-            score_threshold=0.8,
+            score_threshold=self.face_config.detection_threshold,
             nms_threshold=0.3,
         )
         self.landmark_detector = cv2.face.createFacemarkLBF()
@@ -367,9 +367,9 @@ class FaceRealTimeProcessor(RealTimeProcessorApi):
             os.makedirs(folder, exist_ok=True)
             cv2.imwrite(file, face_frame)
 
-        if score < self.config.face_recognition.threshold:
+        if score < self.config.face_recognition.recognition_threshold:
             logger.debug(
-                f"Recognized face distance {score} is less than threshold {self.config.face_recognition.threshold}"
+                f"Recognized face distance {score} is less than threshold {self.config.face_recognition.recognition_threshold}"
             )
             self.__update_metrics(datetime.datetime.now().timestamp() - start)
             return
diff --git a/frigate/models.py b/frigate/models.py
index 11b25b938..5aa0dc5b2 100644
--- a/frigate/models.py
+++ b/frigate/models.py
@@ -3,6 +3,7 @@ from peewee import (
     CharField,
     DateTimeField,
     FloatField,
+    ForeignKeyField,
     IntegerField,
     Model,
     TextField,
@@ -92,12 +93,20 @@ class ReviewSegment(Model):  # type: ignore[misc]
     camera = CharField(index=True, max_length=20)
     start_time = DateTimeField()
     end_time = DateTimeField()
-    has_been_reviewed = BooleanField(default=False)
     severity = CharField(max_length=30)  # alert, detection
     thumb_path = CharField(unique=True)
     data = JSONField()  # additional data about detection like list of labels, zone, areas of significant motion
 
 
+class UserReviewStatus(Model):  # type: ignore[misc]
+    user_id = CharField(max_length=30)
+    review_segment = ForeignKeyField(ReviewSegment, backref="user_reviews")
+    has_been_reviewed = BooleanField(default=False)
+
+    class Meta:
+        indexes = ((("user_id", "review_segment"), True),)
+
+
 class Previews(Model):  # type: ignore[misc]
     id = CharField(null=False, primary_key=True, max_length=30)
     camera = CharField(index=True, max_length=20)
diff --git a/frigate/ptz/autotrack.py b/frigate/ptz/autotrack.py
index c1184f5b5..81e54c6d7 100644
--- a/frigate/ptz/autotrack.py
+++ b/frigate/ptz/autotrack.py
@@ -584,19 +584,31 @@ class PtzAutoTracker:
 
         # Extract areas and calculate weighted average
         # grab the largest dimension of the bounding box and create a square from that
+        # Filter out the initial frame and use a recent time window
+        current_time = obj.obj_data["frame_time"]
+        time_window = 1.5  # seconds
+        history = [
+            entry
+            for entry in self.tracked_object_history[camera]
+            if not entry.get("is_initial_frame", False)
+            and current_time - entry["frame_time"] <= time_window
+        ]
+        if not history:  # Fallback to latest if no recent entries
+            history = [self.tracked_object_history[camera][-1]]
+
         areas = [
             {
-                "frame_time": obj["frame_time"],
-                "box": obj["box"],
+                "frame_time": entry["frame_time"],
+                "box": entry["box"],
                 "area": max(
-                    obj["box"][2] - obj["box"][0], obj["box"][3] - obj["box"][1]
+                    entry["box"][2] - entry["box"][0], entry["box"][3] - entry["box"][1]
                 )
                 ** 2,
             }
-            for obj in self.tracked_object_history[camera]
+            for entry in history
         ]
 
-        filtered_areas = remove_outliers(areas) if len(areas) >= 2 else areas
+        filtered_areas = remove_outliers(areas) if len(areas) > 3 else areas
 
         # Filter entries that are not touching the frame edge
         filtered_areas_not_touching_edge = [
diff --git a/frigate/ptz/onvif.py b/frigate/ptz/onvif.py
index 1a813c799..dea7f5b77 100644
--- a/frigate/ptz/onvif.py
+++ b/frigate/ptz/onvif.py
@@ -2,6 +2,7 @@
 
 import asyncio
 import logging
+import time
 from enum import Enum
 from importlib.util import find_spec
 from pathlib import Path
@@ -39,6 +40,10 @@ class OnvifController:
         self, config: FrigateConfig, ptz_metrics: dict[str, PTZMetrics]
     ) -> None:
         self.cams: dict[str, ONVIFCamera] = {}
+        self.failed_cams: dict[str, dict] = {}
+        self.max_retries = 5
+        self.reset_timeout = 900  # 15 minutes
+
         self.config = config
         self.ptz_metrics = ptz_metrics
 
@@ -47,26 +52,37 @@ class OnvifController:
                 continue
 
             if cam.onvif.host:
-                try:
-                    self.cams[cam_name] = {
-                        "onvif": ONVIFCamera(
-                            cam.onvif.host,
-                            cam.onvif.port,
-                            cam.onvif.user,
-                            cam.onvif.password,
-                            wsdl_dir=str(
-                                Path(find_spec("onvif").origin).parent / "wsdl"
-                            ),
-                            adjust_time=cam.onvif.ignore_time_mismatch,
-                            encrypt=not cam.onvif.tls_insecure,
-                        ),
-                        "init": False,
-                        "active": False,
-                        "features": [],
-                        "presets": {},
-                    }
-                except ONVIFError as e:
-                    logger.error(f"Onvif connection to {cam.name} failed: {e}")
+                result = self._create_onvif_camera(cam_name, cam)
+                if result:
+                    self.cams[cam_name] = result
+
+    def _create_onvif_camera(self, cam_name: str, cam) -> dict | None:
+        """Create an ONVIF camera instance and handle failures."""
+        try:
+            return {
+                "onvif": ONVIFCamera(
+                    cam.onvif.host,
+                    cam.onvif.port,
+                    cam.onvif.user,
+                    cam.onvif.password,
+                    wsdl_dir=str(Path(find_spec("onvif").origin).parent / "wsdl"),
+                    adjust_time=cam.onvif.ignore_time_mismatch,
+                    encrypt=not cam.onvif.tls_insecure,
+                ),
+                "init": False,
+                "active": False,
+                "features": [],
+                "presets": {},
+            }
+        except ONVIFError as e:
+            logger.error(f"Failed to create ONVIF camera instance for {cam_name}: {e}")
+            # track initial failures
+            self.failed_cams[cam_name] = {
+                "retry_attempts": 0,
+                "last_error": str(e),
+                "last_attempt": time.time(),
+            }
+            return None
 
     async def _init_onvif(self, camera_name: str) -> bool:
         onvif: ONVIFCamera = self.cams[camera_name]["onvif"]
@@ -548,7 +564,7 @@ class OnvifController:
         self, camera_name: str, command: OnvifCommandEnum, param: str = ""
     ) -> None:
         if camera_name not in self.cams.keys():
-            logger.error(f"Onvif is not setup for {camera_name}")
+            logger.error(f"ONVIF is not configured for {camera_name}")
             return
 
         if not self.cams[camera_name]["init"]:
@@ -576,23 +592,94 @@ class OnvifController:
         except ONVIFError as e:
             logger.error(f"Unable to handle onvif command: {e}")
 
-    def get_camera_info(self, camera_name: str) -> dict[str, any]:
-        if camera_name not in self.cams.keys():
-            logger.debug(f"Onvif is not setup for {camera_name}")
+    async def get_camera_info(self, camera_name: str) -> dict[str, any]:
+        """
+        Get ptz capabilities and presets, attempting to reconnect if ONVIF is configured
+        but not initialized.
+
+        Returns camera details including features and presets if available.
+        """
+        if not self.config.cameras[camera_name].enabled:
+            logger.debug(
+                f"Camera {camera_name} disabled, won't try to initialize ONVIF"
+            )
             return {}
 
-        if not self.cams[camera_name]["init"]:
-            asyncio.run(self._init_onvif(camera_name))
+        if camera_name not in self.cams and (
+            camera_name not in self.config.cameras
+            or not self.config.cameras[camera_name].onvif.host
+        ):
+            logger.debug(f"ONVIF is not configured for {camera_name}")
+            return {}
 
-        return {
-            "name": camera_name,
-            "features": self.cams[camera_name]["features"],
-            "presets": list(self.cams[camera_name]["presets"].keys()),
-        }
+        if camera_name in self.cams and self.cams[camera_name]["init"]:
+            return {
+                "name": camera_name,
+                "features": self.cams[camera_name]["features"],
+                "presets": list(self.cams[camera_name]["presets"].keys()),
+            }
+
+        if camera_name not in self.cams and camera_name in self.config.cameras:
+            cam = self.config.cameras[camera_name]
+            result = self._create_onvif_camera(camera_name, cam)
+            if result:
+                self.cams[camera_name] = result
+            else:
+                return {}
+
+        # Reset retry count after timeout
+        attempts = self.failed_cams.get(camera_name, {}).get("retry_attempts", 0)
+        last_attempt = self.failed_cams.get(camera_name, {}).get("last_attempt", 0)
+
+        if last_attempt and (time.time() - last_attempt) > self.reset_timeout:
+            logger.debug(f"Resetting retry count for {camera_name} after timeout")
+            attempts = 0
+            self.failed_cams[camera_name]["retry_attempts"] = 0
+
+        # Attempt initialization/reconnection
+        if attempts < self.max_retries:
+            logger.info(
+                f"Attempting ONVIF initialization for {camera_name} (retry {attempts + 1}/{self.max_retries})"
+            )
+            try:
+                if await self._init_onvif(camera_name):
+                    if camera_name in self.failed_cams:
+                        del self.failed_cams[camera_name]
+                    return {
+                        "name": camera_name,
+                        "features": self.cams[camera_name]["features"],
+                        "presets": list(self.cams[camera_name]["presets"].keys()),
+                    }
+                else:
+                    logger.warning(f"ONVIF initialization failed for {camera_name}")
+            except Exception as e:
+                logger.error(
+                    f"Error during ONVIF initialization for {camera_name}: {e}"
+                )
+                if camera_name not in self.failed_cams:
+                    self.failed_cams[camera_name] = {"retry_attempts": 0}
+                self.failed_cams[camera_name].update(
+                    {
+                        "retry_attempts": attempts + 1,
+                        "last_error": str(e),
+                        "last_attempt": time.time(),
+                    }
+                )
+
+        if attempts >= self.max_retries:
+            remaining_time = max(
+                0, int((self.reset_timeout - (time.time() - last_attempt)) / 60)
+            )
+            logger.error(
+                f"Too many ONVIF initialization attempts for {camera_name}, retry in {remaining_time} minute{'s' if remaining_time != 1 else ''}"
+            )
+
+        logger.debug(f"Could not initialize ONVIF for {camera_name}")
+        return {}
 
     def get_service_capabilities(self, camera_name: str) -> None:
         if camera_name not in self.cams.keys():
-            logger.error(f"Onvif is not setup for {camera_name}")
+            logger.error(f"ONVIF is not configured for {camera_name}")
             return {}
 
         if not self.cams[camera_name]["init"]:
@@ -622,7 +709,7 @@ class OnvifController:
 
     def get_camera_status(self, camera_name: str) -> None:
         if camera_name not in self.cams.keys():
-            logger.error(f"Onvif is not setup for {camera_name}")
+            logger.error(f"ONVIF is not configured for {camera_name}")
             return {}
 
         if not self.cams[camera_name]["init"]:
diff --git a/frigate/record/cleanup.py b/frigate/record/cleanup.py
index e526b020d..c86c81859 100644
--- a/frigate/record/cleanup.py
+++ b/frigate/record/cleanup.py
@@ -12,7 +12,7 @@ from playhouse.sqlite_ext import SqliteExtDatabase
 
 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
+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
 
@@ -90,6 +90,10 @@ class RecordingCleanup(threading.Thread):
             ReviewSegment.delete().where(
                 ReviewSegment.id << deleted_reviews_list[i : i + max_deletes]
             ).execute()
+            UserReviewStatus.delete().where(
+                UserReviewStatus.review_segment
+                << deleted_reviews_list[i : i + max_deletes]
+            ).execute()
 
     def expire_existing_camera_recordings(
         self, expire_date: float, config: CameraConfig, reviews: ReviewSegment
diff --git a/frigate/test/http_api/base_http_test.py b/frigate/test/http_api/base_http_test.py
index 35cda7b79..3c4a7ccdc 100644
--- a/frigate/test/http_api/base_http_test.py
+++ b/frigate/test/http_api/base_http_test.py
@@ -157,16 +157,14 @@ class BaseTestHttp(unittest.TestCase):
         start_time: float = datetime.datetime.now().timestamp(),
         end_time: float = datetime.datetime.now().timestamp() + 20,
         severity: SeverityEnum = SeverityEnum.alert,
-        has_been_reviewed: bool = False,
         data: Json = {},
-    ) -> Event:
+    ) -> ReviewSegment:
         """Inserts a review segment model with a given id."""
         return ReviewSegment.insert(
             id=id,
             camera="front_door",
             start_time=start_time,
             end_time=end_time,
-            has_been_reviewed=has_been_reviewed,
             severity=severity,
             thumb_path=False,
             data=data,
diff --git a/frigate/test/http_api/test_http_review.py b/frigate/test/http_api/test_http_review.py
index ee7d96bc5..19c589a67 100644
--- a/frigate/test/http_api/test_http_review.py
+++ b/frigate/test/http_api/test_http_review.py
@@ -1,16 +1,29 @@
 from datetime import datetime, timedelta
 
 from fastapi.testclient import TestClient
+from peewee import DoesNotExist
 
-from frigate.models import Event, Recordings, ReviewSegment
+from frigate.api.auth import get_current_user
+from frigate.models import Event, Recordings, ReviewSegment, UserReviewStatus
 from frigate.review.types import SeverityEnum
 from frigate.test.http_api.base_http_test import BaseTestHttp
 
 
 class TestHttpReview(BaseTestHttp):
     def setUp(self):
-        super().setUp([Event, Recordings, ReviewSegment])
+        super().setUp([Event, Recordings, ReviewSegment, UserReviewStatus])
         self.app = super().create_app()
+        self.user_id = "admin"
+
+        # Mock get_current_user for all tests
+        async def mock_get_current_user():
+            return {"username": self.user_id, "role": "admin"}
+
+        self.app.dependency_overrides[get_current_user] = mock_get_current_user
+
+    def tearDown(self):
+        self.app.dependency_overrides.clear()
+        super().tearDown()
 
     def _get_reviews(self, ids: list[str]):
         return list(
@@ -24,6 +37,13 @@ class TestHttpReview(BaseTestHttp):
             Recordings.select(Recordings.id).where(Recordings.id.in_(ids)).execute()
         )
 
+    def _insert_user_review_status(self, review_id: str, reviewed: bool = True):
+        UserReviewStatus.create(
+            user_id=self.user_id,
+            review_segment=ReviewSegment.get(ReviewSegment.id == review_id),
+            has_been_reviewed=reviewed,
+        )
+
     ####################################################################################################################
     ###################################  GET /review Endpoint   ########################################################
     ####################################################################################################################
@@ -43,11 +63,14 @@ class TestHttpReview(BaseTestHttp):
         now = datetime.now().timestamp()
 
         with TestClient(self.app) as client:
-            super().insert_mock_review_segment("123456.random", now - 2, now - 1)
+            id = "123456.random"
+            super().insert_mock_review_segment(id, now - 2, now - 1)
             response = client.get("/review")
             assert response.status_code == 200
             response_json = response.json()
             assert len(response_json) == 1
+            assert response_json[0]["id"] == id
+            assert response_json[0]["has_been_reviewed"] == False
 
     def test_get_review_with_time_filter_no_matches(self):
         now = datetime.now().timestamp()
@@ -391,37 +414,27 @@ class TestHttpReview(BaseTestHttp):
         with TestClient(self.app) as client:
             five_days_ago_ts = five_days_ago.timestamp()
             for i in range(10):
+                id = f"123456_{i}.random_alert_not_reviewed"
                 super().insert_mock_review_segment(
-                    f"123456_{i}.random_alert_not_reviewed",
-                    five_days_ago_ts,
-                    five_days_ago_ts,
-                    SeverityEnum.alert,
-                    False,
+                    id, five_days_ago_ts, five_days_ago_ts, SeverityEnum.alert
                 )
             for i in range(10):
+                id = f"123456_{i}.random_alert_reviewed"
                 super().insert_mock_review_segment(
-                    f"123456_{i}.random_alert_reviewed",
-                    five_days_ago_ts,
-                    five_days_ago_ts,
-                    SeverityEnum.alert,
-                    True,
+                    id, five_days_ago_ts, five_days_ago_ts, SeverityEnum.alert
                 )
+                self._insert_user_review_status(id, reviewed=True)
             for i in range(10):
+                id = f"123456_{i}.random_detection_not_reviewed"
                 super().insert_mock_review_segment(
-                    f"123456_{i}.random_detection_not_reviewed",
-                    five_days_ago_ts,
-                    five_days_ago_ts,
-                    SeverityEnum.detection,
-                    False,
+                    id, five_days_ago_ts, five_days_ago_ts, SeverityEnum.detection
                 )
             for i in range(5):
+                id = f"123456_{i}.random_detection_reviewed"
                 super().insert_mock_review_segment(
-                    f"123456_{i}.random_detection_reviewed",
-                    five_days_ago_ts,
-                    five_days_ago_ts,
-                    SeverityEnum.detection,
-                    True,
+                    id, five_days_ago_ts, five_days_ago_ts, SeverityEnum.detection
                 )
+                self._insert_user_review_status(id, reviewed=True)
             response = client.get("/review/summary")
             assert response.status_code == 200
             response_json = response.json()
@@ -447,6 +460,7 @@ class TestHttpReview(BaseTestHttp):
     ####################################################################################################################
     ###################################  POST reviews/viewed Endpoint   ################################################
     ####################################################################################################################
+
     def test_post_reviews_viewed_no_body(self):
         with TestClient(self.app) as client:
             super().insert_mock_review_segment("123456.random")
@@ -473,12 +487,11 @@ class TestHttpReview(BaseTestHttp):
             assert response["success"] == True
             assert response["message"] == "Reviewed multiple items"
             # Verify that in DB the review segment was not changed
-            review_segment_in_db = (
-                ReviewSegment.select(ReviewSegment.has_been_reviewed)
-                .where(ReviewSegment.id == id)
-                .get()
-            )
-            assert review_segment_in_db.has_been_reviewed == False
+            with self.assertRaises(DoesNotExist):
+                UserReviewStatus.get(
+                    UserReviewStatus.user_id == self.user_id,
+                    UserReviewStatus.review_segment == "1",
+                )
 
     def test_post_reviews_viewed(self):
         with TestClient(self.app) as client:
@@ -487,16 +500,15 @@ class TestHttpReview(BaseTestHttp):
             body = {"ids": [id]}
             response = client.post("/reviews/viewed", json=body)
             assert response.status_code == 200
-            response = response.json()
-            assert response["success"] == True
-            assert response["message"] == "Reviewed multiple items"
-            # Verify that in DB the review segment was changed
-            review_segment_in_db = (
-                ReviewSegment.select(ReviewSegment.has_been_reviewed)
-                .where(ReviewSegment.id == id)
-                .get()
+            response_json = response.json()
+            assert response_json["success"] == True
+            assert response_json["message"] == "Reviewed multiple items"
+            # Verify UserReviewStatus was created
+            user_review = UserReviewStatus.get(
+                UserReviewStatus.user_id == self.user_id,
+                UserReviewStatus.review_segment == id,
             )
-            assert review_segment_in_db.has_been_reviewed == True
+            assert user_review.has_been_reviewed == True
 
     ####################################################################################################################
     ###################################  POST reviews/delete Endpoint   ################################################
@@ -672,8 +684,7 @@ class TestHttpReview(BaseTestHttp):
                     "camera": "front_door",
                     "start_time": now + 1,
                     "end_time": now + 2,
-                    "has_been_reviewed": False,
-                    "severity": SeverityEnum.alert,
+                    "severity": "alert",
                     "thumb_path": "False",
                     "data": {"detections": {"event_id": event_id}},
                 },
@@ -708,8 +719,7 @@ class TestHttpReview(BaseTestHttp):
                     "camera": "front_door",
                     "start_time": now + 1,
                     "end_time": now + 2,
-                    "has_been_reviewed": False,
-                    "severity": SeverityEnum.alert,
+                    "severity": "alert",
                     "thumb_path": "False",
                     "data": {},
                 },
@@ -719,6 +729,7 @@ class TestHttpReview(BaseTestHttp):
     ####################################################################################################################
     ###################################  DELETE /review/{review_id}/viewed Endpoint   ##################################
     ####################################################################################################################
+
     def test_delete_review_viewed_review_not_found(self):
         with TestClient(self.app) as client:
             review_id = "123456.random"
@@ -735,11 +746,10 @@ class TestHttpReview(BaseTestHttp):
 
         with TestClient(self.app) as client:
             review_id = "123456.review.random"
-            super().insert_mock_review_segment(
-                review_id, now + 1, now + 2, has_been_reviewed=True
-            )
-            review_before = ReviewSegment.get(ReviewSegment.id == review_id)
-            assert review_before.has_been_reviewed == True
+            super().insert_mock_review_segment(review_id, now + 1, now + 2)
+            self._insert_user_review_status(review_id, reviewed=True)
+            # Verify it’s reviewed before
+            response = client.get(f"/review/{review_id}")
 
             response = client.delete(f"/review/{review_id}/viewed")
             assert response.status_code == 200
@@ -749,5 +759,9 @@ class TestHttpReview(BaseTestHttp):
                 response_json,
             )
 
-            review_after = ReviewSegment.get(ReviewSegment.id == review_id)
-            assert review_after.has_been_reviewed == False
+            # Verify it’s unreviewed after
+            with self.assertRaises(DoesNotExist):
+                UserReviewStatus.get(
+                    UserReviewStatus.user_id == self.user_id,
+                    UserReviewStatus.review_segment == review_id,
+                )
diff --git a/migrations/030_create_user_review_status.py b/migrations/030_create_user_review_status.py
new file mode 100644
index 000000000..d24738438
--- /dev/null
+++ b/migrations/030_create_user_review_status.py
@@ -0,0 +1,85 @@
+"""Peewee migrations -- 030_create_user_review_status.py.
+
+This migration creates the UserReviewStatus table to track per-user review states,
+migrates existing has_been_reviewed data from ReviewSegment to all users in the user table,
+and drops the has_been_reviewed column. Rollback drops UserReviewStatus and restores the column.
+
+Some examples (model - class or model_name)::
+
+    > Model = migrator.orm['model_name']            # Return model in current state by name
+    > migrator.sql(sql)                             # Run custom SQL
+    > migrator.python(func, *args, **kwargs)        # Run python code
+    > migrator.create_model(Model)                  # Create a model (could be used as decorator)
+    > migrator.remove_model(model, cascade=True)    # Remove a model
+    > migrator.add_fields(model, **fields)          # Add fields to a model
+    > migrator.change_fields(model, **fields)       # Change fields
+    > migrator.remove_fields(model, *field_names, cascade=True)
+    > migrator.rename_field(model, old_field_name, new_field_name)
+    > migrator.rename_table(model, new_table_name)
+    > migrator.add_index(model, *col_names, unique=False)
+    > migrator.drop_index(model, *col_names)
+    > migrator.add_not_null(model, *field_names)
+    > migrator.drop_not_null(model, *field_names)
+    > migrator.add_default(model, field_name, default)
+
+"""
+
+import peewee as pw
+
+from frigate.models import User, UserReviewStatus
+
+SQL = pw.SQL
+
+
+def migrate(migrator, database, fake=False, **kwargs):
+    User._meta.database = database
+    UserReviewStatus._meta.database = database
+
+    migrator.sql(
+        """
+        CREATE TABLE IF NOT EXISTS "userreviewstatus" (
+            "id" INTEGER NOT NULL PRIMARY KEY AUTOINCREMENT,
+            "user_id" VARCHAR(30) NOT NULL,
+            "review_segment_id" VARCHAR(30) NOT NULL,
+            "has_been_reviewed" INTEGER NOT NULL DEFAULT 0,
+            FOREIGN KEY ("review_segment_id") REFERENCES "reviewsegment" ("id") ON DELETE CASCADE
+        )
+        """
+    )
+
+    # Add unique index on (user_id, review_segment_id)
+    migrator.sql(
+        'CREATE UNIQUE INDEX IF NOT EXISTS "userreviewstatus_user_segment" ON "userreviewstatus" ("user_id", "review_segment_id")'
+    )
+
+    # Migrate existing has_been_reviewed data to UserReviewStatus for all users
+    def migrate_data():
+        all_users = list(User.select())
+        if not all_users:
+            return
+
+        cursor = database.execute_sql(
+            'SELECT "id" FROM "reviewsegment" WHERE "has_been_reviewed" = 1'
+        )
+        reviewed_segment_ids = [row[0] for row in cursor.fetchall()]
+
+        for segment_id in reviewed_segment_ids:
+            for user in all_users:
+                UserReviewStatus.create(
+                    user_id=user.username,
+                    review_segment=segment_id,
+                    has_been_reviewed=True,
+                )
+
+    if not fake:  # Only run data migration if not faking
+        migrator.python(migrate_data)
+
+    migrator.sql('ALTER TABLE "reviewsegment" DROP COLUMN "has_been_reviewed"')
+
+
+def rollback(migrator, database, fake=False, **kwargs):
+    migrator.sql('DROP TABLE IF EXISTS "userreviewstatus"')
+    # Restore has_been_reviewed column to reviewsegment (no data restoration)
+    migrator.sql(
+        'ALTER TABLE "reviewsegment" ADD COLUMN "has_been_reviewed" INTEGER NOT NULL DEFAULT 0'
+    )
diff --git a/web/src/components/camera/AutoUpdatingCameraImage.tsx b/web/src/components/camera/AutoUpdatingCameraImage.tsx
index d97a9214a..95d90d9bd 100644
--- a/web/src/components/camera/AutoUpdatingCameraImage.tsx
+++ b/web/src/components/camera/AutoUpdatingCameraImage.tsx
@@ -78,7 +78,10 @@ export default function AutoUpdatingCameraImage({
     let baseParam = "";
 
     if (periodicCache && !isCached) {
-      baseParam = "store=1";
+      const date = new Date(key);
+      date.setMinutes(date.getMinutes() - (date.getMinutes() % 10), 0, 0);
+
+      baseParam = `store=1&cache=${date.getTime() / 1000}`;
     } else {
       baseParam = `cache=${key}`;
     }
diff --git a/web/src/components/menu/GeneralSettings.tsx b/web/src/components/menu/GeneralSettings.tsx
index b4d3479e7..8e131b513 100644
--- a/web/src/components/menu/GeneralSettings.tsx
+++ b/web/src/components/menu/GeneralSettings.tsx
@@ -275,6 +275,19 @@ export default function GeneralSettings({ className }: GeneralSettingsProps) {
                   </Link>
                 </>
               )}
+              {isAdmin && isMobile && (
+                <>
+                  <Link to="/faces">
+                    <MenuItem
+                      className="flex w-full items-center p-2 text-sm"
+                      aria-label="Face Library"
+                    >
+                      <LuSquarePen className="mr-2 size-4" />
+                      <span>Configuration editor</span>
+                    </MenuItem>
+                  </Link>
+                </>
+              )}
             </DropdownMenuGroup>
             <DropdownMenuLabel className={isDesktop ? "mt-3" : "mt-1"}>
               {t("menu.appearance")}
diff --git a/web/src/components/overlay/dialog/SearchFilterDialog.tsx b/web/src/components/overlay/dialog/SearchFilterDialog.tsx
index 509169602..3ffb7a552 100644
--- a/web/src/components/overlay/dialog/SearchFilterDialog.tsx
+++ b/web/src/components/overlay/dialog/SearchFilterDialog.tsx
@@ -256,11 +256,13 @@ function TimeRangeFilterContent({
   const [endOpen, setEndOpen] = useState(false);
 
   const [afterHour, beforeHour] = useMemo(() => {
-    if (!timeRange || !timeRange.includes(",")) {
-      return [DEFAULT_TIME_RANGE_AFTER, DEFAULT_TIME_RANGE_BEFORE];
+    if (Array.isArray(timeRange) && timeRange.length === 2) {
+      return timeRange;
     }
-
-    return timeRange.split(",");
+    if (typeof timeRange === "string" && timeRange.includes(",")) {
+      return timeRange.split(",");
+    }
+    return [DEFAULT_TIME_RANGE_AFTER, DEFAULT_TIME_RANGE_BEFORE];
   }, [timeRange]);
 
   const [selectedAfterHour, setSelectedAfterHour] = useState(afterHour);
diff --git a/web/src/pages/FaceLibrary.tsx b/web/src/pages/FaceLibrary.tsx
index 91cfa54a9..5756967d1 100644
--- a/web/src/pages/FaceLibrary.tsx
+++ b/web/src/pages/FaceLibrary.tsx
@@ -347,7 +347,7 @@ function TrainingGrid({
           key={image}
           image={image}
           faceNames={faceNames}
-          threshold={config.face_recognition.threshold}
+          threshold={config.face_recognition.recognition_threshold}
           selected={selectedFaces.includes(image)}
           onClick={() => onClickFace(image)}
           onRefresh={onRefresh}
diff --git a/web/src/pages/Settings.tsx b/web/src/pages/Settings.tsx
index 452abf41f..0ee657e00 100644
--- a/web/src/pages/Settings.tsx
+++ b/web/src/pages/Settings.tsx
@@ -35,7 +35,7 @@ import MotionTunerView from "@/views/settings/MotionTunerView";
 import MasksAndZonesView from "@/views/settings/MasksAndZonesView";
 import AuthenticationView from "@/views/settings/AuthenticationView";
 import NotificationView from "@/views/settings/NotificationsSettingsView";
-import SearchSettingsView from "@/views/settings/SearchSettingsView";
+import ClassificationSettingsView from "@/views/settings/ClassificationSettingsView";
 import UiSettingsView from "@/views/settings/UiSettingsView";
 import { useSearchEffect } from "@/hooks/use-overlay-state";
 import { useSearchParams } from "react-router-dom";
@@ -47,7 +47,7 @@ import { useTranslation } from "react-i18next";
 
 const allSettingsViews = [
   "uiSettings",
-  "exploreSettings",
+  "classificationSettings",
   "cameraSettings",
   "masksAndZones",
   "motionTuner",
@@ -247,8 +247,8 @@ export default function Settings() {
       </div>
       <div className="mt-2 flex h-full w-full flex-col items-start md:h-dvh md:pb-24">
         {page == "uiSettings" && <UiSettingsView />}
-        {page == "exploreSettings" && (
-          <SearchSettingsView setUnsavedChanges={setUnsavedChanges} />
+        {page == "classificationSettings" && (
+          <ClassificationSettingsView setUnsavedChanges={setUnsavedChanges} />
         )}
         {page == "debug" && (
           <ObjectSettingsView selectedCamera={selectedCamera} />
diff --git a/web/src/types/frigateConfig.ts b/web/src/types/frigateConfig.ts
index 9b3d60606..2910118f4 100644
--- a/web/src/types/frigateConfig.ts
+++ b/web/src/types/frigateConfig.ts
@@ -333,7 +333,8 @@ export interface FrigateConfig {
 
   face_recognition: {
     enabled: boolean;
-    threshold: number;
+    detection_threshold: number;
+    recognition_threshold: number;
   };
 
   ffmpeg: {
diff --git a/web/src/views/settings/ClassificationSettingsView.tsx b/web/src/views/settings/ClassificationSettingsView.tsx
new file mode 100644
index 000000000..f6ce3c37d
--- /dev/null
+++ b/web/src/views/settings/ClassificationSettingsView.tsx
@@ -0,0 +1,449 @@
+import Heading from "@/components/ui/heading";
+import { FrigateConfig, SearchModelSize } from "@/types/frigateConfig";
+import useSWR from "swr";
+import axios from "axios";
+import ActivityIndicator from "@/components/indicators/activity-indicator";
+import { useCallback, useContext, useEffect, useState } from "react";
+import { Label } from "@/components/ui/label";
+import { Button } from "@/components/ui/button";
+import { Switch } from "@/components/ui/switch";
+import { Toaster } from "@/components/ui/sonner";
+import { toast } from "sonner";
+import { Separator } from "@/components/ui/separator";
+import { Link } from "react-router-dom";
+import { LuExternalLink } from "react-icons/lu";
+import { StatusBarMessagesContext } from "@/context/statusbar-provider";
+import {
+  Select,
+  SelectContent,
+  SelectGroup,
+  SelectItem,
+  SelectTrigger,
+} from "@/components/ui/select";
+
+type ClassificationSettings = {
+  search: {
+    enabled?: boolean;
+    reindex?: boolean;
+    model_size?: SearchModelSize;
+  };
+  face: {
+    enabled?: boolean;
+  };
+  lpr: {
+    enabled?: boolean;
+  };
+};
+
+type ClassificationSettingsViewProps = {
+  setUnsavedChanges: React.Dispatch<React.SetStateAction<boolean>>;
+};
+export default function ClassificationSettingsView({
+  setUnsavedChanges,
+}: ClassificationSettingsViewProps) {
+  const { data: config, mutate: updateConfig } =
+    useSWR<FrigateConfig>("config");
+  const [changedValue, setChangedValue] = useState(false);
+  const [isLoading, setIsLoading] = useState(false);
+
+  const { addMessage, removeMessage } = useContext(StatusBarMessagesContext)!;
+
+  const [classificationSettings, setClassificationSettings] =
+    useState<ClassificationSettings>({
+      search: {
+        enabled: undefined,
+        reindex: undefined,
+        model_size: undefined,
+      },
+      face: {
+        enabled: undefined,
+      },
+      lpr: {
+        enabled: undefined,
+      },
+    });
+
+  const [origSearchSettings, setOrigSearchSettings] =
+    useState<ClassificationSettings>({
+      search: {
+        enabled: undefined,
+        reindex: undefined,
+        model_size: undefined,
+      },
+      face: {
+        enabled: undefined,
+      },
+      lpr: {
+        enabled: undefined,
+      },
+    });
+
+  useEffect(() => {
+    if (config) {
+      if (classificationSettings?.search.enabled == undefined) {
+        setClassificationSettings({
+          search: {
+            enabled: config.semantic_search.enabled,
+            reindex: config.semantic_search.reindex,
+            model_size: config.semantic_search.model_size,
+          },
+          face: {
+            enabled: config.face_recognition.enabled,
+          },
+          lpr: {
+            enabled: config.lpr.enabled,
+          },
+        });
+      }
+
+      setOrigSearchSettings({
+        search: {
+          enabled: config.semantic_search.enabled,
+          reindex: config.semantic_search.reindex,
+          model_size: config.semantic_search.model_size,
+        },
+        face: {
+          enabled: config.face_recognition.enabled,
+        },
+        lpr: {
+          enabled: config.lpr.enabled,
+        },
+      });
+    }
+    // we know that these deps are correct
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [config]);
+
+  const handleClassificationConfigChange = (
+    newConfig: Partial<ClassificationSettings>,
+  ) => {
+    setClassificationSettings((prevConfig) => ({
+      search: {
+        ...prevConfig.search,
+        ...newConfig.search,
+      },
+      face: { ...prevConfig.face, ...newConfig.face },
+      lpr: { ...prevConfig.lpr, ...newConfig.lpr },
+    }));
+    setUnsavedChanges(true);
+    setChangedValue(true);
+  };
+
+  const saveToConfig = useCallback(async () => {
+    setIsLoading(true);
+
+    axios
+      .put(
+        `config/set?semantic_search.enabled=${classificationSettings.search.enabled ? "True" : "False"}&semantic_search.reindex=${classificationSettings.search.reindex ? "True" : "False"}&semantic_search.model_size=${classificationSettings.search.model_size}`,
+        {
+          requires_restart: 0,
+        },
+      )
+      .then((res) => {
+        if (res.status === 200) {
+          toast.success("Classification settings have been saved.", {
+            position: "top-center",
+          });
+          setChangedValue(false);
+          updateConfig();
+        } else {
+          toast.error(`Failed to save config changes: ${res.statusText}`, {
+            position: "top-center",
+          });
+        }
+      })
+      .catch((error) => {
+        const errorMessage =
+          error.response?.data?.message ||
+          error.response?.data?.detail ||
+          "Unknown error";
+        toast.error(`Failed to save config changes: ${errorMessage}`, {
+          position: "top-center",
+        });
+      })
+      .finally(() => {
+        setIsLoading(false);
+      });
+  }, [updateConfig, classificationSettings.search]);
+
+  const onCancel = useCallback(() => {
+    setClassificationSettings(origSearchSettings);
+    setChangedValue(false);
+    removeMessage("search_settings", "search_settings");
+  }, [origSearchSettings, removeMessage]);
+
+  useEffect(() => {
+    if (changedValue) {
+      addMessage(
+        "search_settings",
+        `Unsaved Classification settings changes`,
+        undefined,
+        "search_settings",
+      );
+    } else {
+      removeMessage("search_settings", "search_settings");
+    }
+    // we know that these deps are correct
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [changedValue]);
+
+  useEffect(() => {
+    document.title = "Classification Settings - Frigate";
+  }, []);
+
+  if (!config) {
+    return <ActivityIndicator />;
+  }
+
+  return (
+    <div className="flex size-full flex-col md:flex-row">
+      <Toaster position="top-center" closeButton={true} />
+      <div className="scrollbar-container order-last mb-10 mt-2 flex h-full w-full flex-col overflow-y-auto rounded-lg border-[1px] border-secondary-foreground bg-background_alt p-2 md:order-none md:mb-0 md:mr-2 md:mt-0">
+        <Heading as="h3" className="my-2">
+          Classification Settings
+        </Heading>
+        <Separator className="my-2 flex bg-secondary" />
+        <Heading as="h4" className="my-2">
+          Semantic Search
+        </Heading>
+        <div className="max-w-6xl">
+          <div className="mb-5 mt-2 flex max-w-5xl flex-col gap-2 text-sm text-primary-variant">
+            <p>
+              Semantic Search in Frigate allows you to find tracked objects
+              within your review items using either the image itself, a
+              user-defined text description, or an automatically generated one.
+            </p>
+
+            <div className="flex items-center text-primary">
+              <Link
+                to="https://docs.frigate.video/configuration/semantic_search"
+                target="_blank"
+                rel="noopener noreferrer"
+                className="inline"
+              >
+                Read the Documentation
+                <LuExternalLink className="ml-2 inline-flex size-3" />
+              </Link>
+            </div>
+          </div>
+        </div>
+
+        <div className="flex w-full max-w-lg flex-col space-y-6">
+          <div className="flex flex-row items-center">
+            <Switch
+              id="enabled"
+              className="mr-3"
+              disabled={classificationSettings.search.enabled === undefined}
+              checked={classificationSettings.search.enabled === true}
+              onCheckedChange={(isChecked) => {
+                handleClassificationConfigChange({
+                  search: { enabled: isChecked },
+                });
+              }}
+            />
+            <div className="space-y-0.5">
+              <Label htmlFor="enabled">Enabled</Label>
+            </div>
+          </div>
+          <div className="flex flex-col">
+            <div className="flex flex-row items-center">
+              <Switch
+                id="reindex"
+                className="mr-3"
+                disabled={classificationSettings.search.reindex === undefined}
+                checked={classificationSettings.search.reindex === true}
+                onCheckedChange={(isChecked) => {
+                  handleClassificationConfigChange({
+                    search: { reindex: isChecked },
+                  });
+                }}
+              />
+              <div className="space-y-0.5">
+                <Label htmlFor="reindex">Re-Index On Startup</Label>
+              </div>
+            </div>
+            <div className="mt-3 text-sm text-muted-foreground">
+              Re-indexing will reprocess all thumbnails and descriptions (if
+              enabled) and apply the embeddings on each startup.{" "}
+              <em>Don't forget to disable the option after restarting!</em>
+            </div>
+          </div>
+          <div className="mt-2 flex flex-col space-y-6">
+            <div className="space-y-0.5">
+              <div className="text-md">Model Size</div>
+              <div className="space-y-1 text-sm text-muted-foreground">
+                <p>
+                  The size of the model used for Semantic Search embeddings.
+                </p>
+                <ul className="list-disc pl-5 text-sm">
+                  <li>
+                    Using <em>small</em> employs a quantized version of the
+                    model that uses less RAM and runs faster on CPU with a very
+                    negligible difference in embedding quality.
+                  </li>
+                  <li>
+                    Using <em>large</em> employs the full Jina model and will
+                    automatically run on the GPU if applicable.
+                  </li>
+                </ul>
+              </div>
+            </div>
+            <Select
+              value={classificationSettings.search.model_size}
+              onValueChange={(value) =>
+                handleClassificationConfigChange({
+                  search: {
+                    model_size: value as SearchModelSize,
+                  },
+                })
+              }
+            >
+              <SelectTrigger className="w-20">
+                {classificationSettings.search.model_size}
+              </SelectTrigger>
+              <SelectContent>
+                <SelectGroup>
+                  {["small", "large"].map((size) => (
+                    <SelectItem
+                      key={size}
+                      className="cursor-pointer"
+                      value={size}
+                    >
+                      {size}
+                    </SelectItem>
+                  ))}
+                </SelectGroup>
+              </SelectContent>
+            </Select>
+          </div>
+        </div>
+
+        <div className="my-2 space-y-6">
+          <Separator className="my-2 flex bg-secondary" />
+
+          <Heading as="h4" className="my-2">
+            Face Recognition
+          </Heading>
+          <div className="max-w-6xl">
+            <div className="mb-5 mt-2 flex max-w-5xl flex-col gap-2 text-sm text-primary-variant">
+              <p>
+                Face recognition allows people to be assigned names and when
+                their face is recognized Frigate will assign the person's name
+                as a sub label. This information is included in the UI, filters,
+                as well as in notifications.
+              </p>
+
+              <div className="flex items-center text-primary">
+                <Link
+                  to="https://docs.frigate.video/configuration/face_recognition"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="inline"
+                >
+                  Read the Documentation
+                  <LuExternalLink className="ml-2 inline-flex size-3" />
+                </Link>
+              </div>
+            </div>
+          </div>
+
+          <div className="flex w-full max-w-lg flex-col space-y-6">
+            <div className="flex flex-row items-center">
+              <Switch
+                id="enabled"
+                className="mr-3"
+                disabled={classificationSettings.face.enabled === undefined}
+                checked={classificationSettings.face.enabled === true}
+                onCheckedChange={(isChecked) => {
+                  handleClassificationConfigChange({
+                    face: { enabled: isChecked },
+                  });
+                }}
+              />
+              <div className="space-y-0.5">
+                <Label htmlFor="enabled">Enabled</Label>
+              </div>
+            </div>
+          </div>
+
+          <Separator className="my-2 flex bg-secondary" />
+
+          <Heading as="h4" className="my-2">
+            License Plate Recognition
+          </Heading>
+          <div className="max-w-6xl">
+            <div className="mb-5 mt-2 flex max-w-5xl flex-col gap-2 text-sm text-primary-variant">
+              <p>
+                Frigate can recognize license plates on vehicles and
+                automatically add the detected characters to the
+                recognized_license_plate field or a known name as a sub_label to
+                objects that are of type car. A common use case may be to read
+                the license plates of cars pulling into a driveway or cars
+                passing by on a street.
+              </p>
+
+              <div className="flex items-center text-primary">
+                <Link
+                  to="https://docs.frigate.video/configuration/license_plate_recognition"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="inline"
+                >
+                  Read the Documentation
+                  <LuExternalLink className="ml-2 inline-flex size-3" />
+                </Link>
+              </div>
+            </div>
+          </div>
+
+          <div className="flex w-full max-w-lg flex-col space-y-6">
+            <div className="flex flex-row items-center">
+              <Switch
+                id="enabled"
+                className="mr-3"
+                disabled={classificationSettings.lpr.enabled === undefined}
+                checked={classificationSettings.lpr.enabled === true}
+                onCheckedChange={(isChecked) => {
+                  handleClassificationConfigChange({
+                    lpr: { enabled: isChecked },
+                  });
+                }}
+              />
+              <div className="space-y-0.5">
+                <Label htmlFor="enabled">Enabled</Label>
+              </div>
+            </div>
+          </div>
+
+          <Separator className="my-2 flex bg-secondary" />
+
+          <div className="flex w-full flex-row items-center gap-2 pt-2 md:w-[25%]">
+            <Button
+              className="flex flex-1"
+              aria-label="Reset"
+              onClick={onCancel}
+            >
+              Reset
+            </Button>
+            <Button
+              variant="select"
+              disabled={!changedValue || isLoading}
+              className="flex flex-1"
+              aria-label="Save"
+              onClick={saveToConfig}
+            >
+              {isLoading ? (
+                <div className="flex flex-row items-center gap-2">
+                  <ActivityIndicator />
+                  <span>Saving...</span>
+                </div>
+              ) : (
+                "Save"
+              )}
+            </Button>
+          </div>
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/web/src/views/settings/SearchSettingsView.tsx b/web/src/views/settings/SearchSettingsView.tsx
deleted file mode 100644
index 89ca1dcc3..000000000
--- a/web/src/views/settings/SearchSettingsView.tsx
+++ /dev/null
@@ -1,325 +0,0 @@
-import Heading from "@/components/ui/heading";
-import { FrigateConfig, SearchModelSize } from "@/types/frigateConfig";
-import useSWR from "swr";
-import axios from "axios";
-import ActivityIndicator from "@/components/indicators/activity-indicator";
-import { useCallback, useContext, useEffect, useState } from "react";
-import { Label } from "@/components/ui/label";
-import { Button } from "@/components/ui/button";
-import { Switch } from "@/components/ui/switch";
-import { Toaster } from "@/components/ui/sonner";
-import { toast } from "sonner";
-import { Separator } from "@/components/ui/separator";
-import { Link } from "react-router-dom";
-import { LuExternalLink } from "react-icons/lu";
-import { StatusBarMessagesContext } from "@/context/statusbar-provider";
-import {
-  Select,
-  SelectContent,
-  SelectGroup,
-  SelectItem,
-  SelectTrigger,
-} from "@/components/ui/select";
-import { Trans, useTranslation } from "react-i18next";
-
-type ExploreSettingsViewProps = {
-  setUnsavedChanges: React.Dispatch<React.SetStateAction<boolean>>;
-};
-
-type ExploreSettings = {
-  enabled?: boolean;
-  reindex?: boolean;
-  model_size?: SearchModelSize;
-};
-
-export default function ExploreSettingsView({
-  setUnsavedChanges,
-}: ExploreSettingsViewProps) {
-  const { t } = useTranslation("views/settings");
-  const { data: config, mutate: updateConfig } =
-    useSWR<FrigateConfig>("config");
-  const [changedValue, setChangedValue] = useState(false);
-  const [isLoading, setIsLoading] = useState(false);
-
-  const { addMessage, removeMessage } = useContext(StatusBarMessagesContext)!;
-
-  const [exploreSettings, setExploreSettings] = useState<ExploreSettings>({
-    enabled: undefined,
-    reindex: undefined,
-    model_size: undefined,
-  });
-
-  const [origExploreSettings, setOrigExploreSettings] =
-    useState<ExploreSettings>({
-      enabled: undefined,
-      reindex: undefined,
-      model_size: undefined,
-    });
-
-  useEffect(() => {
-    if (config) {
-      if (exploreSettings?.enabled == undefined) {
-        setExploreSettings({
-          enabled: config.semantic_search.enabled,
-          reindex: config.semantic_search.reindex,
-          model_size: config.semantic_search.model_size,
-        });
-      }
-
-      setOrigExploreSettings({
-        enabled: config.semantic_search.enabled,
-        reindex: config.semantic_search.reindex,
-        model_size: config.semantic_search.model_size,
-      });
-    }
-    // we know that these deps are correct
-    // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [config]);
-
-  const handleSearchConfigChange = (newConfig: Partial<ExploreSettings>) => {
-    setExploreSettings((prevConfig) => ({ ...prevConfig, ...newConfig }));
-    setUnsavedChanges(true);
-    setChangedValue(true);
-  };
-
-  const saveToConfig = useCallback(async () => {
-    setIsLoading(true);
-
-    axios
-      .put(
-        `config/set?semantic_search.enabled=${exploreSettings.enabled ? "True" : "False"}&semantic_search.reindex=${exploreSettings.reindex ? "True" : "False"}&semantic_search.model_size=${exploreSettings.model_size}`,
-        {
-          requires_restart: 0,
-        },
-      )
-      .then((res) => {
-        if (res.status === 200) {
-          toast.success(t("explore.toast.success"), {
-            position: "top-center",
-          });
-          setChangedValue(false);
-          updateConfig();
-        } else {
-          toast.error(
-            t("toast.save.error", {
-              errorMessage: res.statusText,
-              ns: "common",
-            }),
-            {
-              position: "top-center",
-            },
-          );
-        }
-      })
-      .catch((error) => {
-        const errorMessage =
-          error.response?.data?.message ||
-          error.response?.data?.detail ||
-          "Unknown error";
-        toast.error(
-          t("toast.save.error", {
-            errorMessage,
-            ns: "common",
-          }),
-          {
-            position: "top-center",
-          },
-        );
-      })
-      .finally(() => {
-        setIsLoading(false);
-      });
-  }, [
-    updateConfig,
-    exploreSettings.enabled,
-    exploreSettings.reindex,
-    exploreSettings.model_size,
-    t,
-  ]);
-
-  const onCancel = useCallback(() => {
-    setExploreSettings(origExploreSettings);
-    setChangedValue(false);
-    removeMessage("search_settings", "search_settings");
-  }, [origExploreSettings, removeMessage]);
-
-  useEffect(() => {
-    if (changedValue) {
-      addMessage(
-        "search_settings",
-        `Unsaved Explore settings changes`,
-        undefined,
-        "search_settings",
-      );
-    } else {
-      removeMessage("search_settings", "search_settings");
-    }
-    // we know that these deps are correct
-    // eslint-disable-next-line react-hooks/exhaustive-deps
-  }, [changedValue]);
-
-  useEffect(() => {
-    document.title = "Explore Settings - Frigate";
-  }, []);
-
-  if (!config) {
-    return <ActivityIndicator />;
-  }
-
-  return (
-    <div className="flex size-full flex-col md:flex-row">
-      <Toaster position="top-center" closeButton={true} />
-      <div className="scrollbar-container order-last mb-10 mt-2 flex h-full w-full flex-col overflow-y-auto rounded-lg border-[1px] border-secondary-foreground bg-background_alt p-2 md:order-none md:mb-0 md:mr-2 md:mt-0">
-        <Heading as="h3" className="my-2">
-          {t("explore.title")}
-        </Heading>
-        <Separator className="my-2 flex bg-secondary" />
-        <Heading as="h4" className="my-2">
-          {t("explore.semanticSearch.title")}
-        </Heading>
-        <div className="max-w-6xl">
-          <div className="mb-5 mt-2 flex max-w-5xl flex-col gap-2 text-sm text-primary-variant">
-            <p>
-              <Trans ns="views/settings">explore.semanticSearch.desc</Trans>
-            </p>
-
-            <div className="flex items-center text-primary">
-              <Link
-                to="https://docs.frigate.video/configuration/semantic_search"
-                target="_blank"
-                rel="noopener noreferrer"
-                className="inline"
-              >
-                {t("explore.semanticSearch.readTheDocumentation")}
-                <LuExternalLink className="ml-2 inline-flex size-3" />
-              </Link>
-            </div>
-          </div>
-        </div>
-
-        <div className="flex w-full max-w-lg flex-col space-y-6">
-          <div className="flex flex-row items-center">
-            <Switch
-              id="enabled"
-              className="mr-3"
-              disabled={exploreSettings.enabled === undefined}
-              checked={exploreSettings.enabled === true}
-              onCheckedChange={(isChecked) => {
-                handleSearchConfigChange({ enabled: isChecked });
-              }}
-            />
-            <div className="space-y-0.5">
-              <Label htmlFor="enabled">
-                {t("button.enabled", { ns: "common" })}
-              </Label>
-            </div>
-          </div>
-          <div className="flex flex-col">
-            <div className="flex flex-row items-center">
-              <Switch
-                id="reindex"
-                className="mr-3"
-                disabled={exploreSettings.reindex === undefined}
-                checked={exploreSettings.reindex === true}
-                onCheckedChange={(isChecked) => {
-                  handleSearchConfigChange({ reindex: isChecked });
-                }}
-              />
-              <div className="space-y-0.5">
-                <Label htmlFor="reindex">
-                  {t("explore.semanticSearch.reindexOnStartup.label")}
-                </Label>
-              </div>
-            </div>
-            <div className="mt-3 text-sm text-muted-foreground">
-              <Trans ns="views/settings">
-                explore.semanticSearch.reindexOnStartup.desc
-              </Trans>
-            </div>
-          </div>
-          <div className="mt-2 flex flex-col space-y-6">
-            <div className="space-y-0.5">
-              <div className="text-md">
-                {t("explore.semanticSearch.modelSize.label")}
-              </div>
-              <div className="space-y-1 text-sm text-muted-foreground">
-                <p>
-                  <Trans ns="views/settings">
-                    explore.semanticSearch.modelSize.desc
-                  </Trans>
-                </p>
-                <ul className="list-disc pl-5 text-sm">
-                  <li>
-                    <Trans ns="views/settings">
-                      explore.semanticSearch.modelSize.small.desc
-                    </Trans>
-                  </li>
-                  <li>
-                    <Trans ns="views/settings">
-                      explore.semanticSearch.modelSize.large.desc
-                    </Trans>
-                  </li>
-                </ul>
-              </div>
-            </div>
-            <Select
-              value={exploreSettings.model_size}
-              onValueChange={(value) =>
-                handleSearchConfigChange({
-                  model_size: value as SearchModelSize,
-                })
-              }
-            >
-              <SelectTrigger className="w-20">
-                {t(
-                  "explore.semanticSearch.modelSize." +
-                    exploreSettings.model_size,
-                )}
-              </SelectTrigger>
-              <SelectContent>
-                <SelectGroup>
-                  {["small", "large"].map((size) => (
-                    <SelectItem
-                      key={size}
-                      className="cursor-pointer"
-                      value={size}
-                    >
-                      {t("explore.semanticSearch.modelSize." + size)}
-                    </SelectItem>
-                  ))}
-                </SelectGroup>
-              </SelectContent>
-            </Select>
-          </div>
-        </div>
-        <Separator className="my-2 flex bg-secondary" />
-
-        <div className="flex w-full flex-row items-center gap-2 pt-2 md:w-[25%]">
-          <Button
-            className="flex flex-1"
-            aria-label={t("button.reset", { ns: "common" })}
-            onClick={onCancel}
-          >
-            {t("button.reset", { ns: "common" })}
-          </Button>
-          <Button
-            variant="select"
-            disabled={!changedValue || isLoading}
-            className="flex flex-1"
-            aria-label={t("button.save", { ns: "common" })}
-            onClick={saveToConfig}
-          >
-            {isLoading ? (
-              <div className="flex flex-row items-center gap-2">
-                <ActivityIndicator />
-                <span>{t("button.saving", { ns: "common" })}</span>
-              </div>
-            ) : (
-              t("button.save", { ns: "common" })
-            )}
-          </Button>
-        </div>
-      </div>
-    </div>
-  );
-}