Improve Intel Stats (#23190)

* Implement per intel-gpu stats collection

* Improve device naming

* Improve GPU vendor handling

* Cleanup

frigate/api/app.py

@@ -96,11 +96,46 @@ def version():
 
 
 @router.get("/stats", dependencies=[Depends(allow_any_authenticated())])
-def stats(request: Request):
+def stats(
-    return JSONResponse(content=request.app.stats_emitter.get_latest_stats())
+    request: Request,
+    allowed_cameras: List[str] = Depends(get_allowed_cameras_for_filter),
+):
+    stats_data = request.app.stats_emitter.get_latest_stats()
+
+    # Admins see the full snapshot
+    if request.headers.get("remote-role") == "admin":
+        return JSONResponse(content=stats_data)
+
+    allowed_set = set(allowed_cameras)
+
+    # Shallow-copy so we don't mutate the cached stats history entry.
+    filtered = {**stats_data}
+
+    cameras = stats_data.get("cameras")
+    if cameras is not None:
+        filtered["cameras"] = {
+            name: data for name, data in cameras.items() if name in allowed_set
+        }
+
+    bandwidth = stats_data.get("bandwidth_usages")
+    if bandwidth is not None:
+        filtered["bandwidth_usages"] = {
+            name: data for name, data in bandwidth.items() if name in allowed_set
+        }
+
+    # cmdline can leak camera URLs/paths; strip but keep cpu/mem so
+    # client-side problem heuristics still work.
+    cpu_usages = stats_data.get("cpu_usages")
+    if cpu_usages is not None:
+        filtered["cpu_usages"] = {
+            pid: {k: v for k, v in usage.items() if k != "cmdline"}
+            for pid, usage in cpu_usages.items()
+        }
+
+    return JSONResponse(content=filtered)
 
 
-@router.get("/stats/history", dependencies=[Depends(allow_any_authenticated())])
+@router.get("/stats/history", dependencies=[Depends(require_role(["admin"]))])
 def stats_history(request: Request, keys: str = None):
     if keys:
         keys = keys.split(",")
@@ -835,7 +870,7 @@ def nvinfo():
 @router.get(
     "/logs/{service}",
     tags=[Tags.logs],
-    dependencies=[Depends(allow_any_authenticated())],
+    dependencies=[Depends(require_role(["admin"]))],
 )
 async def logs(
     service: str = Path(enum=["frigate", "nginx", "go2rtc"]),
@@ -1040,12 +1075,27 @@ def get_media_sync_status(job_id: str):
 
 
 @router.get("/labels", dependencies=[Depends(allow_any_authenticated())])
-def get_labels(camera: str = ""):
+def get_labels(
+    camera: str = "",
+    allowed_cameras: List[str] = Depends(get_allowed_cameras_for_filter),
+):
     try:
         if camera:
+            if camera not in allowed_cameras:
+                return JSONResponse(
+                    content={
+                        "success": False,
+                        "message": f"Access denied to camera '{camera}'",
+                    },
+                    status_code=403,
+                )
             events = Event.select(Event.label).where(Event.camera == camera).distinct()
         else:
-            events = Event.select(Event.label).distinct()
+            events = (
+                Event.select(Event.label)
+                .where(Event.camera << allowed_cameras)
+                .distinct()
+            )
     except Exception as e:
         logger.error(e)
         return JSONResponse(
@@ -1058,9 +1108,16 @@ def get_labels(camera: str = ""):
 
 
 @router.get("/sub_labels", dependencies=[Depends(allow_any_authenticated())])
-def get_sub_labels(split_joined: Optional[int] = None):
+def get_sub_labels(
+    split_joined: Optional[int] = None,
+    allowed_cameras: List[str] = Depends(get_allowed_cameras_for_filter),
+):
     try:
-        events = Event.select(Event.sub_label).distinct()
+        events = (
+            Event.select(Event.sub_label)
+            .where(Event.camera << allowed_cameras)
+            .distinct()
+        )
     except Exception:
         return JSONResponse(
             content=({"success": False, "message": "Failed to get sub_labels"}),

frigate/api/camera.py

@@ -19,7 +19,9 @@ from zeep.exceptions import Fault, TransportError
 from zeep.transports import AsyncTransport
 
 from frigate.api.auth import (
+    _get_stream_owner_cameras,
     allow_any_authenticated,
+    get_current_user,
     require_go2rtc_stream_access,
     require_role,
 )
@@ -31,6 +33,7 @@ from frigate.config.camera.updater import (
     CameraConfigUpdateTopic,
 )
 from frigate.config.env import substitute_frigate_vars
+from frigate.models import User
 from frigate.util.builtin import clean_camera_user_pass
 from frigate.util.camera_cleanup import cleanup_camera_db, cleanup_camera_files
 from frigate.util.config import find_config_file
@@ -66,7 +69,7 @@ def _is_valid_host(host: str) -> bool:
 
 
 @router.get("/go2rtc/streams", dependencies=[Depends(allow_any_authenticated())])
-def go2rtc_streams():
+async def go2rtc_streams(request: Request):
     r = requests.get("http://127.0.0.1:1984/api/streams")
     if not r.ok:
         logger.error("Failed to fetch streams from go2rtc")
@@ -75,6 +78,24 @@ def go2rtc_streams():
             status_code=500,
         )
     stream_data = r.json()
+
+    # Roles with an explicit camera list see only streams owned by an allowed
+    # camera. Admin and full-access roles (no list / empty list) see all streams.
+    current_user = await get_current_user(request)
+    if not isinstance(current_user, JSONResponse):
+        role = current_user["role"]
+        roles_dict = request.app.frigate_config.auth.roles
+        if role != "admin" and roles_dict.get(role):
+            all_camera_names = set(request.app.frigate_config.cameras.keys())
+            allowed_cameras = set(
+                User.get_allowed_cameras(role, roles_dict, all_camera_names)
+            )
+            stream_data = {
+                name: data
+                for name, data in stream_data.items()
+                if _get_stream_owner_cameras(request, name) & allowed_cameras
+            }
+
     for data in stream_data.values():
         for producer in data.get("producers") or []:
             producer["url"] = clean_camera_user_pass(producer.get("url", ""))
@@ -966,7 +987,6 @@ async def onvif_probe(
                         probe = ffprobe_stream(
                             request.app.frigate_config.ffmpeg, test_uri, detailed=False
                         )
-                        print(probe)
                         ok = probe is not None and getattr(probe, "returncode", 1) == 0
                         tested_candidates.append(
                             {

frigate/api/chat.py

@@ -10,7 +10,7 @@ from functools import reduce
 from typing import Any, Dict, List, Optional
 
 import cv2
-from fastapi import APIRouter, Body, Depends, Request
+from fastapi import APIRouter, Body, Depends, HTTPException, Request
 from fastapi.responses import JSONResponse, StreamingResponse
 from pydantic import BaseModel
 
@@ -1641,6 +1641,7 @@ async def start_vlm_monitor(
             dispatcher=request.app.dispatcher,
             labels=body.labels,
             zones=body.zones,
+            username=request.headers.get("remote-user", ""),
         )
     except RuntimeError as e:
         logger.error("Failed to start VLM watch job: %s", e, exc_info=True)
@@ -1661,10 +1662,22 @@ async def start_vlm_monitor(
     summary="Get current VLM watch job",
     description="Returns the current (or most recently completed) VLM watch job.",
 )
-async def get_vlm_monitor() -> JSONResponse:
+async def get_vlm_monitor(request: Request) -> JSONResponse:
     job = get_vlm_watch_job()
     if job is None:
         return JSONResponse(content={"active": False}, status_code=200)
+
+    role = request.headers.get("remote-role", "viewer")
+    username = request.headers.get("remote-user", "")
+
+    # Admin and the job's creator always see the job. Other users only see it
+    # if they have access to the camera being watched; otherwise hide it.
+    if role != "admin" and username != job.username:
+        try:
+            await require_camera_access(job.camera, request=request)
+        except HTTPException:
+            return JSONResponse(content={"active": False}, status_code=200)
+
     return JSONResponse(content={"active": True, **job.to_dict()}, status_code=200)
 
 
@@ -1674,7 +1687,27 @@ async def get_vlm_monitor() -> JSONResponse:
     summary="Cancel the current VLM watch job",
     description="Cancels the running watch job if one exists.",
 )
-async def cancel_vlm_monitor() -> JSONResponse:
+async def cancel_vlm_monitor(request: Request) -> JSONResponse:
+    job = get_vlm_watch_job()
+    if job is None:
+        return JSONResponse(
+            content={"success": False, "message": "No active watch job to cancel."},
+            status_code=404,
+        )
+
+    role = request.headers.get("remote-role", "viewer")
+    username = request.headers.get("remote-user", "")
+
+    # Admin can cancel any job; other users can only cancel jobs they started.
+    if role != "admin" and username != job.username:
+        return JSONResponse(
+            content={
+                "success": False,
+                "message": "Not authorized to cancel this watch job.",
+            },
+            status_code=403,
+        )
+
     cancelled = stop_vlm_watch_job()
     if not cancelled:
         return JSONResponse(

frigate/detectors/detection_runners.py

@@ -79,7 +79,11 @@ def is_openvino_gpu_npu_available() -> bool:
     available_devices = get_openvino_available_devices()
     # Check for GPU, NPU, or other acceleration devices (excluding CPU)
     acceleration_devices = ["GPU", "MYRIAD", "NPU", "GNA", "HDDL"]
-    return any(device in available_devices for device in acceleration_devices)
+    return any(
+        avail_dev == accel_dev or avail_dev.startswith(accel_dev + ".")
+        for avail_dev in available_devices
+        for accel_dev in acceleration_devices
+    )
 
 
 class BaseModelRunner(ABC):

frigate/genai/llama_cpp.py

@@ -18,6 +18,17 @@ from frigate.genai.utils import parse_tool_calls_from_message
 logger = logging.getLogger(__name__)
 
 
+def _parse_launch_arg(args: list[str], flag: str) -> str | None:
+    """Return the value following `flag` in a positional argv list, or None."""
+    try:
+        idx = args.index(flag)
+    except ValueError:
+        return None
+    if idx + 1 >= len(args):
+        return None
+    return args[idx + 1]
+
+
 def _to_jpeg(img_bytes: bytes) -> bytes | None:
     """Convert image bytes to JPEG. llama.cpp/STB does not support WebP."""
     try:
@@ -71,26 +82,69 @@ class LlamaCppClient(GenAIClient):
             base_url = base_url.replace("/v1", "")  # Strip /v1 if included in base_url
 
         configured_model = self.genai_config.model
+        info = self._get_model_info(base_url, configured_model)
 
-        # Query /v1/models to validate the configured model exists
+        if info is None:
+            return None
+
+        self._context_size = info["context_size"]
+        self._supports_vision = info["supports_vision"]
+        self._supports_audio = info["supports_audio"]
+        self._supports_tools = info["supports_tools"]
+        self._media_marker = info["media_marker"]
+
+        logger.info(
+            "llama.cpp model '%s' initialized — context: %s, vision: %s, audio: %s, tools: %s",
+            configured_model,
+            self._context_size or "unknown",
+            self._supports_vision,
+            self._supports_audio,
+            self._supports_tools,
+        )
+
+        return base_url
+
+    def _get_model_info(
+        self, base_url: str, configured_model: str
+    ) -> dict[str, Any] | None:
+        """Resolve model metadata from /v1/models with /props fallback.
+
+        Returns a dict of capability fields, or None if the server's model
+        registry was reachable and reported the configured model as missing.
+        A reachable-but-unparseable /v1/models is treated as soft-pass and
+        falls through to /props, matching prior behavior.
+
+        After ggml-org/llama.cpp#22952, /v1/models exposes per-model
+        `architecture.input_modalities` (text/image/audio) — the primary
+        source. When proxied through llama-swap, the same entry carries
+        `status.args` (server launch argv) and, for the loaded model,
+        `meta.n_ctx`. /props remains the only source for `media_marker`,
+        which the server randomizes per startup unless LLAMA_MEDIA_MARKER
+        is set.
+        """
+        info: dict[str, Any] = {
+            "context_size": None,
+            "supports_vision": False,
+            "supports_audio": False,
+            "supports_tools": False,
+            "media_marker": "<__media__>",
+        }
+
+        model_entry: dict[str, Any] | None = None
         try:
-            response = requests.get(
+            response = requests.get(f"{base_url}/v1/models", timeout=10)
-                f"{base_url}/v1/models",
-                timeout=10,
-            )
             response.raise_for_status()
             models_data = response.json()
 
-            model_found = False
             for model in models_data.get("data", []):
                 model_ids = {model.get("id")}
                 for alias in model.get("aliases", []):
                     model_ids.add(alias)
                 if configured_model in model_ids:
-                    model_found = True
+                    model_entry = model
                     break
 
-            if not model_found:
+            if model_entry is None:
                 available = []
                 for m in models_data.get("data", []):
                     available.append(m.get("id", "unknown"))
@@ -109,10 +163,35 @@ class LlamaCppClient(GenAIClient):
                 e,
             )
 
-        # Query /props for context size, modalities, and tool support.
+        if model_entry is not None:
-        # The standard /props?model=<name> endpoint works with llama-server.
+            architecture = model_entry.get("architecture") or {}
-        # If it fails, try the llama-swap per-model passthrough endpoint which
+            input_modalities = architecture.get("input_modalities") or []
-        # returns props for a specific model without requiring it to be loaded.
+
+            if isinstance(input_modalities, list):
+                info["supports_vision"] = "image" in input_modalities
+                info["supports_audio"] = "audio" in input_modalities
+
+            status = model_entry.get("status") or {}
+            launch_args = status.get("args") if isinstance(status, dict) else None
+            if not isinstance(launch_args, list):
+                launch_args = []
+
+            meta = model_entry.get("meta") if isinstance(model_entry, dict) else None
+            n_ctx = meta.get("n_ctx") if isinstance(meta, dict) else None
+
+            if not n_ctx:
+                n_ctx = _parse_launch_arg(launch_args, "--ctx-size")
+
+            if n_ctx:
+                try:
+                    info["context_size"] = int(n_ctx)
+                except (TypeError, ValueError):
+                    pass
+
+            # Tool calling on llama-server requires --jinja.
+            if "--jinja" in launch_args:
+                info["supports_tools"] = True
+
         try:
             try:
                 response = requests.get(
@@ -130,44 +209,32 @@ class LlamaCppClient(GenAIClient):
                 response.raise_for_status()
                 props = response.json()
 
-            # Context size from server runtime config
+            if info["context_size"] is None:
-            default_settings = props.get("default_generation_settings", {})
+                default_settings = props.get("default_generation_settings", {})
-            n_ctx = default_settings.get("n_ctx")
+                n_ctx = default_settings.get("n_ctx")
-            if n_ctx:
+                if n_ctx:
-                self._context_size = int(n_ctx)
+                    info["context_size"] = int(n_ctx)
 
-            # Modalities (vision, audio)
+            if not (info["supports_vision"] or info["supports_audio"]):
-            modalities = props.get("modalities", {})
+                modalities = props.get("modalities", {})
-            self._supports_vision = modalities.get("vision", False)
+                info["supports_vision"] = bool(modalities.get("vision", False))
-            self._supports_audio = modalities.get("audio", False)
+                info["supports_audio"] = bool(modalities.get("audio", False))
 
-            # Tool support from chat template capabilities
+            if not info["supports_tools"]:
-            chat_caps = props.get("chat_template_caps", {})
+                chat_caps = props.get("chat_template_caps", {})
-            self._supports_tools = chat_caps.get("supports_tools", False)
+                info["supports_tools"] = bool(chat_caps.get("supports_tools", False))
 
-            # Media marker for multimodal embeddings; the server randomizes this
-            # per startup unless LLAMA_MEDIA_MARKER is set, so we must read it
-            # from /props rather than hardcoding "<__media__>".
             media_marker = props.get("media_marker")
             if isinstance(media_marker, str) and media_marker:
-                self._media_marker = media_marker
+                info["media_marker"] = media_marker
-
-            logger.info(
-                "llama.cpp model '%s' initialized — context: %s, vision: %s, audio: %s, tools: %s",
-                configured_model,
-                self._context_size or "unknown",
-                self._supports_vision,
-                self._supports_audio,
-                self._supports_tools,
-            )
         except Exception as e:
             logger.warning(
                 "Failed to query llama.cpp /props endpoint: %s. "
-                "Using defaults for context size and capabilities.",
+                "Image embeddings may fail if the server randomized its media marker.",
                 e,
             )
 
-        return base_url
+        return info
 
     def _send(
         self,

frigate/jobs/vlm_watch.py

@@ -45,6 +45,7 @@ class VLMWatchJob(Job):
     last_reasoning: str = ""
     notification_message: str = ""
     iteration_count: int = 0
+    username: str = ""
 
     def to_dict(self) -> dict[str, Any]:
         return asdict(self)
@@ -374,6 +375,7 @@ def start_vlm_watch_job(
     dispatcher: Any,
     labels: list[str] | None = None,
     zones: list[str] | None = None,
+    username: str = "",
 ) -> str:
     """Start a new VLM watch job. Returns the job ID.
 
@@ -397,6 +399,7 @@ def start_vlm_watch_job(
             max_duration_minutes=max_duration_minutes,
             labels=labels or [],
             zones=zones or [],
+            username=username,
         )
         cancel_ev = threading.Event()
         _current_job = job

frigate/stats/intel_gpu_info.py

@@ -0,0 +1,109 @@
+"""Resolve human-readable names for Intel GPUs via OpenVINO."""
+
+import logging
+import re
+from typing import Optional
+
+logger = logging.getLogger(__name__)
+
+
+class IntelGpuNameResolver:
+    """Build a pdev -> normalized device name map by enumerating OpenVINO GPUs.
+
+    The lookup is performed once on first access and cached for the process
+    lifetime. OpenVINO exposes DEVICE_PCI_INFO (domain/bus/device/function) and
+    FULL_DEVICE_NAME for each GPU it can see, which is enough to associate the
+    name with the pdev string used by DRM fdinfo.
+    """
+
+    _names: Optional[dict[str, str]] = None
+
+    def get_names(self) -> dict[str, str]:
+        if self._names is not None:
+            return self._names
+
+        names: dict[str, str] = {}
+
+        try:
+            from openvino import Core
+        except ImportError:
+            logger.debug("OpenVINO unavailable; cannot resolve Intel GPU names")
+            self._names = names
+            return names
+
+        try:
+            core = Core()
+            devices = core.available_devices
+        except Exception as exc:
+            logger.debug(f"OpenVINO Core initialization failed: {exc}")
+            self._names = names
+            return names
+
+        cpu_name: Optional[str] = None
+        if "CPU" in devices:
+            try:
+                cpu_name = self._strip_trademarks(
+                    core.get_property("CPU", "FULL_DEVICE_NAME")
+                )
+            except Exception as exc:
+                logger.debug(f"Failed to read CPU FULL_DEVICE_NAME: {exc}")
+
+        for device in devices:
+            if not device.startswith("GPU"):
+                continue
+
+            try:
+                pci = core.get_property(device, "DEVICE_PCI_INFO")
+                raw_name = core.get_property(device, "FULL_DEVICE_NAME")
+                device_type = core.get_property(device, "DEVICE_TYPE")
+            except Exception as exc:
+                logger.debug(f"Failed to read properties for {device}: {exc}")
+                continue
+
+            pdev = self._format_pdev(pci)
+            if not pdev:
+                continue
+
+            names[pdev] = self._resolve_name(raw_name, device_type, cpu_name)
+
+        self._names = names
+        return names
+
+    @staticmethod
+    def _format_pdev(pci) -> Optional[str]:
+        try:
+            return f"{pci.domain:04x}:{pci.bus:02x}:{pci.device:02x}.{pci.function:x}"
+        except AttributeError:
+            return None
+
+    @classmethod
+    def _resolve_name(cls, raw_name: str, device_type, cpu_name: Optional[str]) -> str:
+        """Build a display name for a GPU.
+
+        Modern integrated Intel GPUs are reported by OpenVINO with a generic
+        FULL_DEVICE_NAME like "Intel(R) Graphics (iGPU)" that gives no model
+        information. Since the iGPU is part of the CPU on these platforms, fall
+        back to the CPU name (which OpenVINO does report specifically) and
+        suffix it with "iGPU" so it's clear what the entry is.
+        """
+        is_integrated = "INTEGRATED" in str(device_type).upper()
+
+        if is_integrated and cpu_name:
+            short_cpu = re.sub(r"^Intel\s+", "", cpu_name)
+            return f"{short_cpu} iGPU"
+
+        return cls._normalize_name(raw_name)
+
+    @classmethod
+    def _normalize_name(cls, name: str) -> str:
+        cleaned = cls._strip_trademarks(name)
+        cleaned = re.sub(r"\s*\((?:i|d)GPU\)\s*$", "", cleaned, flags=re.IGNORECASE)
+        return " ".join(cleaned.split())
+
+    @staticmethod
+    def _strip_trademarks(name: str) -> str:
+        cleaned = re.sub(r"\(R\)|\(TM\)", "", name)
+        return " ".join(cleaned.split())
+
+
+intel_gpu_name_resolver = IntelGpuNameResolver()

frigate/stats/util.py

@@ -230,6 +230,7 @@ async def set_gpu_stats(
                 hwaccel_args.append(args)
 
     stats: dict[str, dict] = {}
+    intel_gpu_collected = False
 
     for args in hwaccel_args:
         if args in hwaccel_errors:
@@ -242,6 +243,7 @@ async def set_gpu_stats(
             if nvidia_usage:
                 for i in range(len(nvidia_usage)):
                     stats[nvidia_usage[i]["name"]] = {
+                        "vendor": "nvidia",
                         "gpu": str(round(float(nvidia_usage[i]["gpu"]), 2)) + "%",
                         "mem": str(round(float(nvidia_usage[i]["mem"]), 2)) + "%",
                         "enc": str(round(float(nvidia_usage[i]["enc"]), 2)) + "%",
@@ -250,31 +252,34 @@ async def set_gpu_stats(
                     }
 
             else:
-                stats["nvidia-gpu"] = {"gpu": "", "mem": ""}
+                stats["nvidia-gpu"] = {"vendor": "nvidia", "gpu": "", "mem": ""}
                 hwaccel_errors.append(args)
         elif "nvmpi" in args or "jetson" in args:
             # nvidia Jetson
             jetson_usage = get_jetson_stats()
 
             if jetson_usage:
-                stats["jetson-gpu"] = jetson_usage
+                stats["jetson-gpu"] = {"vendor": "nvidia", **jetson_usage}
             else:
-                stats["jetson-gpu"] = {"gpu": "", "mem": ""}
+                stats["jetson-gpu"] = {"vendor": "nvidia", "gpu": "", "mem": ""}
                 hwaccel_errors.append(args)
         elif "qsv" in args or ("vaapi" in args and not is_vaapi_amd_driver()):
             if not config.telemetry.stats.intel_gpu_stats:
                 continue
 
-            if "intel-gpu" not in stats:
+            if not intel_gpu_collected:
                 # intel GPU (QSV or VAAPI both use the same physical GPU)
+                intel_gpu_collected = True
                 intel_usage = get_intel_gpu_stats(
                     config.telemetry.stats.intel_gpu_device
                 )
 
-                if intel_usage is not None:
+                if intel_usage:
-                    stats["intel-gpu"] = intel_usage or {"gpu": "", "mem": ""}
+                    for entry in intel_usage.values():
+                        name = entry.pop("name")
+                        stats[name] = entry
                 else:
-                    stats["intel-gpu"] = {"gpu": "", "mem": ""}
+                    stats["intel-gpu"] = {"vendor": "intel", "gpu": "", "mem": ""}
                     hwaccel_errors.append(args)
         elif "vaapi" in args:
             if not config.telemetry.stats.amd_gpu_stats:
@@ -284,18 +289,18 @@ async def set_gpu_stats(
             amd_usage = get_amd_gpu_stats()
 
             if amd_usage:
-                stats["amd-vaapi"] = amd_usage
+                stats["amd-vaapi"] = {"vendor": "amd", **amd_usage}
             else:
-                stats["amd-vaapi"] = {"gpu": "", "mem": ""}
+                stats["amd-vaapi"] = {"vendor": "amd", "gpu": "", "mem": ""}
                 hwaccel_errors.append(args)
         elif "preset-rk" in args:
             rga_usage = get_rockchip_gpu_stats()
 
             if rga_usage:
-                stats["rockchip"] = rga_usage
+                stats["rockchip"] = {"vendor": "rockchip", **rga_usage}
         elif "v4l2m2m" in args or "rpi" in args:
             # RPi v4l2m2m is currently not able to get usage stats
-            stats["rpi-v4l2m2m"] = {"gpu": "", "mem": ""}
+            stats["rpi-v4l2m2m"] = {"vendor": "rpi", "gpu": "", "mem": ""}
 
     if stats:
         all_stats["gpu_usages"] = stats

frigate/test/test_gpu_stats.py

@@ -17,12 +17,14 @@ class TestGpuStats(unittest.TestCase):
         amd_stats = get_amd_gpu_stats()
         assert amd_stats == {"gpu": "4.17%", "mem": "60.37%"}
 
+    @patch("frigate.stats.intel_gpu_info.intel_gpu_name_resolver.get_names")
     @patch("frigate.util.services.time.sleep")
     @patch("frigate.util.services.time.monotonic")
     @patch("frigate.util.services._read_intel_drm_fdinfo")
-    def test_intel_gpu_stats_fdinfo(self, read_fdinfo, monotonic, sleep):
+    def test_intel_gpu_stats_fdinfo(self, read_fdinfo, monotonic, sleep, get_names):
         # 1 second of wall clock between snapshots
         monotonic.side_effect = [0.0, 1.0]
+        get_names.return_value = {"0000:00:02.0": "Intel Graphics"}
 
         # Two i915 clients on the same iGPU. Engine values are cumulative ns.
         # Deltas over the 1s window:
@@ -79,11 +81,15 @@ class TestGpuStats(unittest.TestCase):
 
         sleep.assert_called_once()
         assert intel_stats == {
-            "gpu": "90.0%",
+            "0000:00:02.0": {
-            "mem": "-%",
+                "name": "Intel Graphics",
-            "compute": "30.0%",
+                "vendor": "intel",
-            "dec": "60.0%",
+                "gpu": "90.0%",
-            "clients": {"100": "80.0%", "200": "10.0%"},
+                "mem": "-%",
+                "compute": "30.0%",
+                "dec": "60.0%",
+                "clients": {"100": "80.0%", "200": "10.0%"},
+            },
         }
 
     @patch("frigate.util.services._read_intel_drm_fdinfo")

frigate/util/services.py

@@ -393,8 +393,10 @@ def _read_intel_drm_fdinfo(target_pdev: Optional[str]) -> dict:
     return snapshot
 
 
-def get_intel_gpu_stats(intel_gpu_device: Optional[str]) -> Optional[dict[str, Any]]:
+def get_intel_gpu_stats(
-    """Get stats by reading DRM fdinfo files.
+    intel_gpu_device: Optional[str],
+) -> Optional[dict[str, dict[str, Any]]]:
+    """Get stats by reading DRM fdinfo files, bucketed per-pdev.
 
     Each DRM client FD exposes monotonic per-engine busy counters via
     /proc/<pid>/fdinfo/<fd> (i915 since kernel 5.19, Xe since first release).
@@ -402,7 +404,14 @@ def get_intel_gpu_stats(intel_gpu_device: Optional[str]) -> Optional[dict[str, A
     utilization. Render/3D and Compute are pooled into "compute"; Video and
     VideoEnhance into "dec". Overall "gpu" is the sum of those pools (clamped
     to 100%).
+
+    The return value is keyed by the GPU's drm-pdev string so multiple Intel
+    GPUs in the same system are reported separately. Each entry carries a
+    "name" populated from OpenVINO (falling back to the pdev) so callers can
+    surface a real device name in the UI.
     """
+    from frigate.stats.intel_gpu_info import intel_gpu_name_resolver
+
     target_pdev = _resolve_intel_gpu_pdev(intel_gpu_device)
 
     snapshot_a = _read_intel_drm_fdinfo(target_pdev)
@@ -417,19 +426,21 @@ def get_intel_gpu_stats(intel_gpu_device: Optional[str]) -> Optional[dict[str, A
     if not snapshot_b or elapsed_ns <= 0:
         return None
 
-    engine_pct: dict[str, float] = {
+    def _new_engine_pct() -> dict[str, float]:
-        "render": 0.0,
+        return {"render": 0.0, "video": 0.0, "video-enhance": 0.0, "compute": 0.0}
-        "video": 0.0,
+
-        "video-enhance": 0.0,
+    per_pdev_engine_pct: dict[str, dict[str, float]] = {}
-        "compute": 0.0,
+    per_pdev_pid_pct: dict[str, dict[str, float]] = {}
-    }
-    pid_pct: dict[str, float] = {}
 
     for key, data_b in snapshot_b.items():
         data_a = snapshot_a.get(key)
         if not data_a or data_a["driver"] != data_b["driver"]:
             continue
 
+        pdev = key[0]
+        engine_pct = per_pdev_engine_pct.setdefault(pdev, _new_engine_pct())
+        pid_pct = per_pdev_pid_pct.setdefault(pdev, {})
+
         client_total = 0.0
         for engine, (busy_b, total_b) in data_b["engines"].items():
             if engine not in engine_pct:
@@ -452,25 +463,37 @@ def get_intel_gpu_stats(intel_gpu_device: Optional[str]) -> Optional[dict[str, A
 
         pid_pct[data_b["pid"]] = pid_pct.get(data_b["pid"], 0.0) + client_total
 
-    for engine in engine_pct:
+    if not per_pdev_engine_pct:
-        engine_pct[engine] = min(100.0, engine_pct[engine])
+        return None
 
-    compute_pct = min(100.0, engine_pct["render"] + engine_pct["compute"])
+    names = intel_gpu_name_resolver.get_names()
-    dec_pct = min(100.0, engine_pct["video"] + engine_pct["video-enhance"])
+    results: dict[str, dict[str, Any]] = {}
-    overall_pct = min(100.0, compute_pct + dec_pct)
 
-    results: dict[str, Any] = {
+    for pdev, engine_pct in per_pdev_engine_pct.items():
-        "gpu": f"{round(overall_pct, 2)}%",
+        for engine in engine_pct:
-        "mem": "-%",
+            engine_pct[engine] = min(100.0, engine_pct[engine])
-        "compute": f"{round(compute_pct, 2)}%",
-        "dec": f"{round(dec_pct, 2)}%",
-    }
 
-    if pid_pct:
+        compute_pct = min(100.0, engine_pct["render"] + engine_pct["compute"])
-        results["clients"] = {
+        dec_pct = min(100.0, engine_pct["video"] + engine_pct["video-enhance"])
-            pid: f"{round(min(100.0, pct), 2)}%" for pid, pct in pid_pct.items()
+        overall_pct = min(100.0, compute_pct + dec_pct)
+
+        entry: dict[str, Any] = {
+            "name": names.get(pdev) or f"Intel GPU {pdev}",
+            "vendor": "intel",
+            "gpu": f"{round(overall_pct, 2)}%",
+            "mem": "-%",
+            "compute": f"{round(compute_pct, 2)}%",
+            "dec": f"{round(dec_pct, 2)}%",
         }
 
+        pid_pct = per_pdev_pid_pct.get(pdev)
+        if pid_pct:
+            entry["clients"] = {
+                pid: f"{round(min(100.0, pct), 2)}%" for pid, pct in pid_pct.items()
+            }
+
+        results[pdev] = entry
+
     return results
 
 

web/public/locales/en/objects.json

@@ -125,5 +125,5 @@
   "baby": "Baby",
   "baby_stroller": "Baby Stroller",
   "rickshaw": "Rickshaw",
-  "Rodent": "Rodent"
+  "rodent": "Rodent"
-}
+}

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

@@ -19,8 +19,14 @@
   "button": {
     "overriddenGlobal": "Overridden (Global)",
     "overriddenGlobalTooltip": "This camera overrides global configuration settings in this section",
+    "overriddenGlobalHeading_one": "This camera overrides {{count}} field from the global config:",
+    "overriddenGlobalHeading_other": "This camera overrides {{count}} fields from the global config:",
+    "overriddenGlobalNoDeltas": "This camera overrides the global config, but no field values differ.",
     "overriddenBaseConfig": "Overridden (Base Config)",
     "overriddenBaseConfigTooltip": "The {{profile}} profile overrides configuration settings in this section",
+    "overriddenBaseConfigHeading_one": "The {{profile}} profile overrides {{count}} field from the base config:",
+    "overriddenBaseConfigHeading_other": "The {{profile}} profile overrides {{count}} fields from the base config:",
+    "overriddenBaseConfigNoDeltas": "The {{profile}} profile overrides this section, but no field values differ from the base config.",
     "overriddenInCameras": {
       "label_one": "Overridden in {{count}} camera",
       "label_other": "Overridden in {{count}} cameras",

web/src/components/chat/ChatMessage.tsx

@@ -156,7 +156,7 @@ export function MessageBubble({
           <div
             className={cn(
               !isComplete &&
-                "[&>p:last-child]:inline after:ml-0.5 after:inline-block after:h-4 after:w-2 after:animate-cursor-blink after:rounded-sm after:bg-foreground after:align-middle after:content-['']",
+                "after:ml-0.5 after:inline-block after:h-4 after:w-2 after:animate-cursor-blink after:rounded-sm after:bg-foreground after:align-middle after:content-[''] [&>p:last-child]:inline",
             )}
           >
             <ReactMarkdown

web/src/components/config-form/section-configs/ffmpeg.ts

@@ -41,19 +41,12 @@ const ffmpeg: SectionConfigOverrides = {
       "input_args",
       "hwaccel_args",
       "output_args",
-      "path",
-      "retry_interval",
-      "apple_compatibility",
-      "gpu",
-    ],
-    hiddenFields: [],
-    advancedFields: [
-      "path",
-      "global_args",
-      "retry_interval",
       "apple_compatibility",
+      "path",
       "gpu",
     ],
+    hiddenFields: ["retry_interval"],
+    advancedFields: ["path", "global_args", "gpu"],
     overrideFields: [
       "inputs",
       "path",
@@ -61,7 +54,6 @@ const ffmpeg: SectionConfigOverrides = {
       "input_args",
       "hwaccel_args",
       "output_args",
-      "retry_interval",
       "apple_compatibility",
       "gpu",
     ],
@@ -125,19 +117,10 @@ const ffmpeg: SectionConfigOverrides = {
       "global_args",
       "input_args",
       "output_args",
-      "retry_interval",
-      "apple_compatibility",
-      "gpu",
-    ],
-    advancedFields: [
-      "global_args",
-      "input_args",
-      "output_args",
-      "path",
-      "retry_interval",
       "apple_compatibility",
       "gpu",
     ],
+    advancedFields: ["global_args", "input_args", "output_args", "path", "gpu"],
     uiSchema: {
       path: {
         "ui:options": { size: "md" },

web/src/components/config-form/sections/BaseSection.tsx

@@ -27,21 +27,17 @@ import {
 import { getSectionValidation } from "../section-validations";
 import { useConfigOverride } from "@/hooks/use-config-override";
 import { CameraOverridesBadge } from "./CameraOverridesBadge";
+import { GlobalOverridesBadge } from "./GlobalOverridesBadge";
+import { ProfileOverridesBadge } from "./ProfileOverridesBadge";
 import { useSectionSchema } from "@/hooks/use-config-schema";
 import type { FrigateConfig } from "@/types/frigateConfig";
 import { Badge } from "@/components/ui/badge";
-import {
-  Tooltip,
-  TooltipContent,
-  TooltipTrigger,
-} from "@/components/ui/tooltip";
 import { Button } from "@/components/ui/button";
 import { LuChevronDown, LuChevronRight } from "react-icons/lu";
 import Heading from "@/components/ui/heading";
 import get from "lodash/get";
 import cloneDeep from "lodash/cloneDeep";
 import isEqual from "lodash/isEqual";
-import merge from "lodash/merge";
 import {
   Collapsible,
   CollapsibleContent,
@@ -73,6 +69,7 @@ import {
   buildConfigDataForPath,
   flattenOverrides,
   getBaseCameraSectionValue,
+  mergeProfileOverrides,
   resolveHiddenFieldEntries,
   sanitizeSectionData as sharedSanitizeSectionData,
   requiresRestartForOverrides as sharedRequiresRestartForOverrides,
@@ -353,7 +350,10 @@ export function ConfigSection({
           `profiles.${profileName}.${sectionPath}`,
         );
         if (profileOverrides && typeof profileOverrides === "object") {
-          return merge(cloneDeep(baseValue ?? {}), cloneDeep(profileOverrides));
+          return mergeProfileOverrides(
+            (baseValue as object) ?? {},
+            profileOverrides as object,
+          );
         }
         return baseValue;
       }
@@ -1044,6 +1044,7 @@ export function ConfigSection({
           hiddenFields: effectiveHiddenFields,
           restartRequired: sectionConfig.restartRequired,
           requiresRestart,
+          isProfile: !!profileName,
         }}
       />
 
@@ -1253,33 +1254,22 @@ export function ConfigSection({
                   <Heading as="h4">{title}</Heading>
                   {showOverrideIndicator &&
                     effectiveLevel === "camera" &&
-                    (profileOverridesSection || isOverridden) && (
+                    (profileOverridesSection || isOverridden) &&
-                      <Tooltip>
+                    cameraName &&
-                        <TooltipTrigger asChild>
+                    (overrideSource === "profile" && profileName ? (
-                          <Badge variant="secondary" className="text-xs">
+                      <ProfileOverridesBadge
-                            {overrideSource === "profile"
+                        sectionPath={sectionPath}
-                              ? t("button.overriddenBaseConfig", {
+                        cameraName={cameraName}
-                                  ns: "views/settings",
+                        profileName={profileName}
-                                  defaultValue: "Overridden (Base Config)",
+                        profileFriendlyName={profileFriendlyName}
-                                })
+                        profileBorderColor={profileBorderColor}
-                              : t("button.overriddenGlobal", {
+                      />
-                                  ns: "views/settings",
+                    ) : (
-                                  defaultValue: "Overridden (Global)",
+                      <GlobalOverridesBadge
-                                })}
+                        sectionPath={sectionPath}
-                          </Badge>
+                        cameraName={cameraName}
-                        </TooltipTrigger>
+                      />
-                        <TooltipContent>
+                    ))}
-                          {overrideSource === "profile"
-                            ? t("button.overriddenBaseConfigTooltip", {
-                                ns: "views/settings",
-                                profile: profileFriendlyName ?? profileName,
-                              })
-                            : t("button.overriddenGlobalTooltip", {
-                                ns: "views/settings",
-                              })}
-                        </TooltipContent>
-                      </Tooltip>
-                    )}
                   {showOverrideIndicator && effectiveLevel === "global" && (
                     <CameraOverridesBadge sectionPath={sectionPath} />
                   )}
@@ -1319,41 +1309,22 @@ export function ConfigSection({
                 <Heading as="h4">{title}</Heading>
                 {showOverrideIndicator &&
                   effectiveLevel === "camera" &&
-                  (profileOverridesSection || isOverridden) && (
+                  (profileOverridesSection || isOverridden) &&
-                    <Tooltip>
+                  cameraName &&
-                      <TooltipTrigger asChild>
+                  (overrideSource === "profile" && profileName ? (
-                        <Badge
+                    <ProfileOverridesBadge
-                          variant="secondary"
+                      sectionPath={sectionPath}
-                          className={cn(
+                      cameraName={cameraName}
-                            "cursor-default border-2 text-center text-xs text-primary-variant",
+                      profileName={profileName}
-                            overrideSource === "profile" && profileBorderColor
+                      profileFriendlyName={profileFriendlyName}
-                              ? profileBorderColor
+                      profileBorderColor={profileBorderColor}
-                              : "border-selected",
+                    />
-                          )}
+                  ) : (
-                        >
+                    <GlobalOverridesBadge
-                          {overrideSource === "profile"
+                      sectionPath={sectionPath}
-                            ? t("button.overriddenBaseConfig", {
+                      cameraName={cameraName}
-                                ns: "views/settings",
+                    />
-                                defaultValue: "Overridden (Base Config)",
+                  ))}
-                              })
-                            : t("button.overriddenGlobal", {
-                                ns: "views/settings",
-                                defaultValue: "Overridden (Global)",
-                              })}
-                        </Badge>
-                      </TooltipTrigger>
-                      <TooltipContent>
-                        {overrideSource === "profile"
-                          ? t("button.overriddenBaseConfigTooltip", {
-                              ns: "views/settings",
-                              profile: profileFriendlyName ?? profileName,
-                            })
-                          : t("button.overriddenGlobalTooltip", {
-                              ns: "views/settings",
-                            })}
-                      </TooltipContent>
-                    </Tooltip>
-                  )}
                 {showOverrideIndicator && effectiveLevel === "global" && (
                   <CameraOverridesBadge sectionPath={sectionPath} />
                 )}

web/src/components/config-form/sections/CameraOverridesBadge.tsx

@@ -17,10 +17,13 @@ import {
 } from "@/hooks/use-config-override";
 import type { FrigateConfig } from "@/types/frigateConfig";
 import type { ProfilesApiResponse } from "@/types/profile";
-import { humanizeKey } from "@/components/config-form/theme/utils/i18n";
 import { useCameraFriendlyName } from "@/hooks/use-camera-friendly-name";
 import { formatList } from "@/utils/stringUtil";
-import { getEffectiveHiddenFields } from "@/utils/configUtil";
+import {
+  getEffectiveHiddenFields,
+  pathMatchesHiddenPattern,
+} from "@/utils/configUtil";
+import { useOverrideFieldLabel } from "./useOverrideFieldLabel";
 
 const CAMERA_PAGE_BY_SECTION: Record<string, string> = {
   detect: "cameraDetect",
@@ -72,26 +75,6 @@ const SECTIONS_WITHOUT_OVERRIDE_BADGE = new Set([
   "model",
 ]);
 
-/**
- * Match a delta path against a hidden-field pattern. Supports literal prefixes
- * (so a hidden field "streams" also hides "streams.foo.bar") and `*` wildcards
- * matching exactly one path segment (e.g. "filters.*.mask").
- */
-function pathMatchesHiddenPattern(path: string, pattern: string): boolean {
-  if (!pattern) return false;
-  if (!pattern.includes("*")) {
-    return path === pattern || path.startsWith(`${pattern}.`);
-  }
-  const patternSegments = pattern.split(".");
-  const pathSegments = path.split(".");
-  if (pathSegments.length < patternSegments.length) return false;
-  for (let i = 0; i < patternSegments.length; i += 1) {
-    if (patternSegments[i] === "*") continue;
-    if (patternSegments[i] !== pathSegments[i]) return false;
-  }
-  return true;
-}
-
 type CameraEntryProps = {
   sectionPath: string;
   entry: CameraOverrideEntry;
@@ -127,11 +110,8 @@ function groupDeltasBySource(deltas: FieldDelta[]): SourceGroup[] {
 }
 
 function CameraEntry({ sectionPath, entry, cameraPage }: CameraEntryProps) {
-  const { t, i18n } = useTranslation([
+  const { t } = useTranslation(["views/settings"]);
-    "config/global",
+  const fieldLabel = useOverrideFieldLabel(sectionPath);
-    "views/settings",
-    "objects",
-  ]);
   const friendlyName = useCameraFriendlyName(entry.camera);
   const { data: profilesData } = useSWR<ProfilesApiResponse>("profiles");
 
@@ -141,49 +121,6 @@ function CameraEntry({ sectionPath, entry, cameraPage }: CameraEntryProps) {
     return map;
   }, [profilesData]);
 
-  const fieldLabel = (fieldPath: string) => {
-    if (!fieldPath) {
-      const sectionKey = `${sectionPath}.label`;
-      return i18n.exists(sectionKey, { ns: "config/global" })
-        ? t(sectionKey, { ns: "config/global" })
-        : humanizeKey(sectionPath);
-    }
-
-    const segments = fieldPath.split(".");
-
-    // Most specific: try the full nested path
-    const fullKey = `${sectionPath}.${fieldPath}.label`;
-    if (i18n.exists(fullKey, { ns: "config/global" })) {
-      return t(fullKey, { ns: "config/global" });
-    }
-
-    // Try dropping each intermediate segment in turn — those are typically
-    // user-defined dict keys (object class names, zone names, etc.) that
-    // don't have their own label entries. Prepend the dropped segment as
-    // context to disambiguate (e.g. "Person · Minimum object area").
-    for (let i = 0; i < segments.length; i++) {
-      const reduced = [...segments.slice(0, i), ...segments.slice(i + 1)].join(
-        ".",
-      );
-      if (!reduced) continue;
-      const reducedKey = `${sectionPath}.${reduced}.label`;
-      if (i18n.exists(reducedKey, { ns: "config/global" })) {
-        const resolvedLabel = t(reducedKey, { ns: "config/global" });
-        const dropped = segments[i];
-        // Object class names ("person", "car", "fox") have translations in
-        // the `objects` namespace; fall back to humanizing the raw key for
-        // anything that isn't a known label.
-        const droppedLabel = i18n.exists(dropped, { ns: "objects" })
-          ? t(dropped, { ns: "objects" })
-          : humanizeKey(dropped);
-        return `${droppedLabel} · ${resolvedLabel}`;
-      }
-    }
-
-    // Last resort: humanize the leaf segment
-    return humanizeKey(segments[segments.length - 1]);
-  };
-
   const formatDeltas = (deltas: FieldDelta[]) => {
     const visibleLabels = deltas
       .slice(0, MAX_FIELDS_PER_CAMERA)

web/src/components/config-form/sections/GlobalOverridesBadge.tsx

@@ -0,0 +1,44 @@
+import useSWR from "swr";
+import { useTranslation } from "react-i18next";
+
+import { useCameraSectionDeltas } from "@/hooks/use-config-override";
+import type { FrigateConfig } from "@/types/frigateConfig";
+import { OverrideDeltaPopover } from "./OverrideDeltaPopover";
+
+type Props = {
+  sectionPath: string;
+  cameraName: string;
+  className?: string;
+};
+
+export function GlobalOverridesBadge({
+  sectionPath,
+  cameraName,
+  className,
+}: Props) {
+  const { data: config } = useSWR<FrigateConfig>("config");
+  const { t } = useTranslation(["views/settings"]);
+  const deltas = useCameraSectionDeltas(config, cameraName, sectionPath);
+
+  return (
+    <OverrideDeltaPopover
+      sectionPath={sectionPath}
+      deltas={deltas}
+      badgeLabel={t("button.overriddenGlobal", {
+        ns: "views/settings",
+        defaultValue: "Overridden (Global)",
+      })}
+      ariaLabel={t("button.overriddenGlobalTooltip", {
+        ns: "views/settings",
+      })}
+      heading={t("button.overriddenGlobalHeading", {
+        ns: "views/settings",
+        count: deltas.length,
+      })}
+      noDeltasMessage={t("button.overriddenGlobalNoDeltas", {
+        ns: "views/settings",
+      })}
+      className={className}
+    />
+  );
+}

web/src/components/config-form/sections/OverrideDeltaPopover.tsx

@@ -0,0 +1,78 @@
+import { LuChevronDown } from "react-icons/lu";
+
+import { Badge } from "@/components/ui/badge";
+import {
+  Popover,
+  PopoverContent,
+  PopoverTrigger,
+} from "@/components/ui/popover";
+import type { FieldDelta } from "@/hooks/use-config-override";
+import { cn } from "@/lib/utils";
+import { useOverrideFieldLabel } from "./useOverrideFieldLabel";
+
+type Props = {
+  sectionPath: string;
+  deltas: FieldDelta[];
+  /** Translated label shown inside the badge */
+  badgeLabel: string;
+  /** Accessible label for the badge trigger */
+  ariaLabel: string;
+  /** Heading rendered at the top of the popover content */
+  heading: string;
+  /** Message shown when there are zero field deltas */
+  noDeltasMessage: string;
+  /** Border color class for the badge (defaults to selected) */
+  borderColorClass?: string;
+  className?: string;
+};
+
+/**
+ * Shared popover layout for "this scope overrides these fields" badges
+ * (e.g. profile overrides base config, camera overrides global config).
+ */
+export function OverrideDeltaPopover({
+  sectionPath,
+  deltas,
+  badgeLabel,
+  ariaLabel,
+  heading,
+  noDeltasMessage,
+  borderColorClass,
+  className,
+}: Props) {
+  const fieldLabel = useOverrideFieldLabel(sectionPath);
+  const count = deltas.length;
+
+  return (
+    <Popover>
+      <PopoverTrigger asChild onClick={(e) => e.stopPropagation()}>
+        <Badge
+          variant="secondary"
+          className={cn(
+            "cursor-pointer border-2 text-center text-xs text-primary-variant",
+            borderColorClass ?? "border-selected",
+            className,
+          )}
+          aria-label={ariaLabel}
+        >
+          <span>{badgeLabel}</span>
+          <LuChevronDown className="ml-1 size-3" />
+        </Badge>
+      </PopoverTrigger>
+      <PopoverContent align="start" className="w-80 max-w-[90vw] pr-0">
+        <div className="flex flex-col gap-3">
+          <div className="pr-4 text-xs text-primary-variant">
+            {count > 0 ? heading : noDeltasMessage}
+          </div>
+          {count > 0 && (
+            <ul className="scrollbar-container ml-5 flex max-h-[40dvh] list-disc flex-col gap-1 overflow-y-auto pr-4 text-xs">
+              {deltas.map((delta) => (
+                <li key={delta.fieldPath}>{fieldLabel(delta.fieldPath)}</li>
+              ))}
+            </ul>
+          )}
+        </div>
+      </PopoverContent>
+    </Popover>
+  );
+}

web/src/components/config-form/sections/ProfileOverridesBadge.tsx

@@ -0,0 +1,62 @@
+import useSWR from "swr";
+import { useTranslation } from "react-i18next";
+
+import { useProfileSectionDeltas } from "@/hooks/use-config-override";
+import type { FrigateConfig } from "@/types/frigateConfig";
+import { OverrideDeltaPopover } from "./OverrideDeltaPopover";
+
+type Props = {
+  sectionPath: string;
+  cameraName: string;
+  profileName: string;
+  profileFriendlyName?: string;
+  /** Border color class for profile-themed badge (e.g., "border-amber-500") */
+  profileBorderColor?: string;
+  className?: string;
+};
+
+export function ProfileOverridesBadge({
+  sectionPath,
+  cameraName,
+  profileName,
+  profileFriendlyName,
+  profileBorderColor,
+  className,
+}: Props) {
+  const { data: config } = useSWR<FrigateConfig>("config");
+  const { t } = useTranslation(["views/settings"]);
+  const deltas = useProfileSectionDeltas(
+    config,
+    cameraName,
+    profileName,
+    sectionPath,
+  );
+
+  const displayProfile = profileFriendlyName ?? profileName;
+
+  return (
+    <OverrideDeltaPopover
+      sectionPath={sectionPath}
+      deltas={deltas}
+      badgeLabel={t("button.overriddenBaseConfig", {
+        ns: "views/settings",
+        defaultValue: "Overridden (Base Config)",
+      })}
+      ariaLabel={t("button.overriddenBaseConfigTooltip", {
+        ns: "views/settings",
+        profile: displayProfile,
+      })}
+      heading={t("button.overriddenBaseConfigHeading", {
+        ns: "views/settings",
+        profile: displayProfile,
+        count: deltas.length,
+      })}
+      noDeltasMessage={t("button.overriddenBaseConfigNoDeltas", {
+        ns: "views/settings",
+        profile: displayProfile,
+      })}
+      borderColorClass={profileBorderColor}
+      className={className}
+    />
+  );
+}

web/src/components/config-form/sections/useOverrideFieldLabel.ts

@@ -0,0 +1,53 @@
+import { useTranslation } from "react-i18next";
+import { humanizeKey } from "@/components/config-form/theme/utils/i18n";
+
+/**
+ * Resolve a translated label for a config field path within a section, falling
+ * back through reduced paths (dropping each intermediate segment in turn) so
+ * dict-keyed paths like `filters.person.threshold` still surface a meaningful
+ * label. Dropped segments are prepended as context (e.g. "Person · Threshold").
+ *
+ * Shared between override badges that need to render field labels (e.g.
+ * CameraOverridesBadge, ProfileOverridesBadge).
+ */
+export function useOverrideFieldLabel(sectionPath: string) {
+  const { t, i18n } = useTranslation([
+    "config/global",
+    "views/settings",
+    "objects",
+  ]);
+
+  return (fieldPath: string): string => {
+    if (!fieldPath) {
+      const sectionKey = `${sectionPath}.label`;
+      return i18n.exists(sectionKey, { ns: "config/global" })
+        ? t(sectionKey, { ns: "config/global" })
+        : humanizeKey(sectionPath);
+    }
+
+    const segments = fieldPath.split(".");
+
+    const fullKey = `${sectionPath}.${fieldPath}.label`;
+    if (i18n.exists(fullKey, { ns: "config/global" })) {
+      return t(fullKey, { ns: "config/global" });
+    }
+
+    for (let i = 0; i < segments.length; i++) {
+      const reduced = [...segments.slice(0, i), ...segments.slice(i + 1)].join(
+        ".",
+      );
+      if (!reduced) continue;
+      const reducedKey = `${sectionPath}.${reduced}.label`;
+      if (i18n.exists(reducedKey, { ns: "config/global" })) {
+        const resolvedLabel = t(reducedKey, { ns: "config/global" });
+        const dropped = segments[i];
+        const droppedLabel = i18n.exists(dropped, { ns: "objects" })
+          ? t(dropped, { ns: "objects" })
+          : humanizeKey(dropped);
+        return `${droppedLabel} · ${resolvedLabel}`;
+      }
+    }
+
+    return humanizeKey(segments[segments.length - 1]);
+  };
+}

web/src/components/config-form/theme/widgets/OptionalFieldWidget.tsx

@@ -6,6 +6,7 @@ import { getWidget } from "@rjsf/utils";
 import { Switch } from "@/components/ui/switch";
 import { cn } from "@/lib/utils";
 import { getNonNullSchema } from "../fields/nullableUtils";
+import type { ConfigFormContext } from "@/types/configForm";
 
 export function OptionalFieldWidget(props: WidgetProps) {
   const { id, value, disabled, readonly, onChange, schema, options, registry } =
@@ -13,6 +14,8 @@ export function OptionalFieldWidget(props: WidgetProps) {
 
   const innerWidgetName = (options.innerWidget as string) || undefined;
   const isEnabled = value !== undefined && value !== null;
+  const formContext = registry?.formContext as ConfigFormContext | undefined;
+  const isProfile = !!formContext?.isProfile;
 
   // Extract the non-null branch from anyOf [Type, null]
   const innerSchema = getNonNullSchema(schema) ?? schema;
@@ -42,10 +45,17 @@ export function OptionalFieldWidget(props: WidgetProps) {
   const innerProps: WidgetProps = {
     ...props,
     schema: innerSchema,
-    disabled: disabled || readonly || !isEnabled,
+    disabled: disabled || readonly || (!isProfile && !isEnabled),
     value: isEnabled ? value : getDefaultValue(),
   };
 
+  // don't show the switch if we're editing in a profile
+  // to disable in a profile, users should edit the config manually, eg:
+  // skip_motion_threshold: None
+  if (isProfile) {
+    return <InnerWidget {...innerProps} />;
+  }
+
   return (
     <div className="flex items-center gap-3">
       <Switch

web/src/components/overlay/ClassificationSelectionDialog.tsx

@@ -102,6 +102,19 @@ export default function ClassificationSelectionDialog({
   // control
   const [newClass, setNewClass] = useState(false);
 
+  // Non-modal Radix DropdownMenu doesn't propagate wheel events to nested
+  // scroll containers, so attach a non-passive listener that scrolls manually.
+  const scrollContainerRef = useCallback((el: HTMLDivElement | null) => {
+    if (!el || !isDesktop) return;
+    const handleWheel = (e: WheelEvent) => {
+      if (el.scrollHeight <= el.clientHeight) return;
+      e.preventDefault();
+      el.scrollTop += e.deltaY;
+    };
+    el.addEventListener("wheel", handleWheel, { passive: false });
+    return () => el.removeEventListener("wheel", handleWheel);
+  }, []);
+
   // components
   const Selector = isDesktop ? DropdownMenu : Drawer;
   const SelectorTrigger = isDesktop ? DropdownMenuTrigger : DrawerTrigger;
@@ -114,6 +127,8 @@ export default function ClassificationSelectionDialog({
         </DrawerClose>
       );
 
+  // keep modal false on desktop to prevent dismissable layer pointer events
+  // issue with dialog auto-close
   return (
     <div className={className ?? "flex"}>
       <TextEntryDialog
@@ -122,60 +137,60 @@ export default function ClassificationSelectionDialog({
         title={t("createCategory.new")}
         onSave={(newCat) => onCategorizeImage(newCat)}
       />
-
+      <Selector {...(isDesktop ? { modal: false } : {})}>
-      <Tooltip>
+        <Tooltip>
-        <Selector {...(isDesktop ? { modal: false } : {})}>
+          <TooltipTrigger asChild={isChildButton}>
-          <SelectorTrigger asChild>
+            <SelectorTrigger asChild>{children}</SelectorTrigger>
-            <TooltipTrigger asChild={isChildButton}>{children}</TooltipTrigger>
+          </TooltipTrigger>
-          </SelectorTrigger>
+          <TooltipContent>
-          <SelectorContent
+            {tooltipLabel ?? t("categorizeImage")}
-            className={cn("", isMobile && "mx-1 gap-2 rounded-t-2xl px-4")}
+          </TooltipContent>
-            onCloseAutoFocus={(e) => e.preventDefault()}
+        </Tooltip>
-          >
+        <SelectorContent
-            {isMobile && (
+          ref={scrollContainerRef}
-              <DrawerHeader className="sr-only">
+          className={cn(
-                <DrawerTitle>Details</DrawerTitle>
+            isDesktop && "scrollbar-container max-h-[40dvh] overflow-y-auto",
-                <DrawerDescription>Details</DrawerDescription>
+            isMobile && "mx-1 gap-2 rounded-t-2xl px-4",
-              </DrawerHeader>
+          )}
-            )}
+          onCloseAutoFocus={(e) => e.preventDefault()}
-            <DropdownMenuLabel>
+        >
-              {dialogLabel ?? t("categorizeImageAs")}
+          {isMobile && (
-            </DropdownMenuLabel>
+            <DrawerHeader className="sr-only">
-            <div
+              <DrawerTitle>Details</DrawerTitle>
-              className={cn(
+              <DrawerDescription>Details</DrawerDescription>
-                "flex max-h-[40dvh] flex-col overflow-y-auto",
+            </DrawerHeader>
-                isMobile && "gap-2 pb-4",
+          )}
-              )}
+          <DropdownMenuLabel>
+            {dialogLabel ?? t("categorizeImageAs")}
+          </DropdownMenuLabel>
+          <div className={cn("flex flex-col", isMobile && "gap-2 pb-4")}>
+            {filteredClasses
+              .sort((a, b) => {
+                if (a === "none") return 1;
+                if (b === "none") return -1;
+                return a.localeCompare(b);
+              })
+              .map((category) => (
+                <SelectorItem
+                  key={category}
+                  className="flex cursor-pointer gap-2 smart-capitalize"
+                  onClick={() => onCategorizeImage(category)}
+                >
+                  {category === "none"
+                    ? t("details.none")
+                    : category.replaceAll("_", " ")}
+                </SelectorItem>
+              ))}
+            <Separator />
+            <SelectorItem
+              className="flex cursor-pointer gap-2 smart-capitalize"
+              onClick={() => setNewClass(true)}
             >
-              {filteredClasses
+              {t("createCategory.new")}
-                .sort((a, b) => {
+            </SelectorItem>
-                  if (a === "none") return 1;
+          </div>
-                  if (b === "none") return -1;
+        </SelectorContent>
-                  return a.localeCompare(b);
+      </Selector>
-                })
-                .map((category) => (
-                  <SelectorItem
-                    key={category}
-                    className="flex cursor-pointer gap-2 smart-capitalize"
-                    onClick={() => onCategorizeImage(category)}
-                  >
-                    {category === "none"
-                      ? t("details.none")
-                      : category.replaceAll("_", " ")}
-                  </SelectorItem>
-                ))}
-              <Separator />
-              <SelectorItem
-                className="flex cursor-pointer gap-2 smart-capitalize"
-                onClick={() => setNewClass(true)}
-              >
-                {t("createCategory.new")}
-              </SelectorItem>
-            </div>
-          </SelectorContent>
-        </Selector>
-        <TooltipContent>{tooltipLabel ?? t("categorizeImage")}</TooltipContent>
-      </Tooltip>
     </div>
   );
 }

web/src/components/overlay/FaceSelectionDialog.tsx

@@ -23,7 +23,7 @@ import {
 import { isDesktop, isMobile } from "react-device-detect";
 import { useTranslation } from "react-i18next";
 import { cn } from "@/lib/utils";
-import React, { ReactNode, useMemo, useState } from "react";
+import React, { ReactNode, useCallback, useMemo, useState } from "react";
 import TextEntryDialog from "./dialog/TextEntryDialog";
 import { Button } from "../ui/button";
 
@@ -61,6 +61,19 @@ export default function FaceSelectionDialog({
   // control
   const [newFace, setNewFace] = useState(false);
 
+  // Non-modal Radix DropdownMenu doesn't propagate wheel events to nested
+  // scroll containers, so attach a non-passive listener that scrolls manually.
+  const scrollContainerRef = useCallback((el: HTMLDivElement | null) => {
+    if (!el || !isDesktop) return;
+    const handleWheel = (e: WheelEvent) => {
+      if (el.scrollHeight <= el.clientHeight) return;
+      e.preventDefault();
+      el.scrollTop += e.deltaY;
+    };
+    el.addEventListener("wheel", handleWheel, { passive: false });
+    return () => el.removeEventListener("wheel", handleWheel);
+  }, []);
+
   // components
   const Selector = isDesktop ? DropdownMenu : Drawer;
   const SelectorTrigger = isDesktop ? DropdownMenuTrigger : DrawerTrigger;
@@ -73,6 +86,8 @@ export default function FaceSelectionDialog({
         </DrawerClose>
       );
 
+  // keep modal false on desktop to prevent dismissable layer pointer events
+  // issue with dialog auto-close
   return (
     <div className={className ?? "flex"}>
       {newFace && (
@@ -83,52 +98,56 @@ export default function FaceSelectionDialog({
           onSave={(newName) => onTrainAttempt(newName)}
         />
       )}
-
+      <Selector {...(isDesktop ? { modal: false } : {})}>
-      <Tooltip>
+        <Tooltip>
-        <Selector {...(isDesktop ? { modal: false } : {})}>
+          <TooltipTrigger asChild={isChildButton}>
-          <SelectorTrigger asChild>
+            <SelectorTrigger asChild>{children}</SelectorTrigger>
-            <TooltipTrigger asChild={isChildButton}>{children}</TooltipTrigger>
+          </TooltipTrigger>
-          </SelectorTrigger>
+          <TooltipContent>{tooltipLabel ?? t("trainFace")}</TooltipContent>
-          <SelectorContent
+        </Tooltip>
-            className={cn("", isMobile && "mx-1 gap-2 rounded-t-2xl px-4")}
+        <SelectorContent
-            onCloseAutoFocus={(e) => e.preventDefault()}
+          ref={scrollContainerRef}
-          >
+          className={cn(
-            {isMobile && (
+            isDesktop && "scrollbar-container max-h-[40dvh] overflow-y-auto",
-              <DrawerHeader className="sr-only">
+            isMobile && "mx-1 gap-2 rounded-t-2xl px-4",
-                <DrawerTitle>Details</DrawerTitle>
+          )}
-                <DrawerDescription>Details</DrawerDescription>
+          onCloseAutoFocus={(e) => e.preventDefault()}
-              </DrawerHeader>
+        >
+          {isMobile && (
+            <DrawerHeader className="sr-only">
+              <DrawerTitle>Details</DrawerTitle>
+              <DrawerDescription>Details</DrawerDescription>
+            </DrawerHeader>
+          )}
+          <DropdownMenuLabel>
+            {dialogLabel ?? t("trainFaceAs")}
+          </DropdownMenuLabel>
+          <div
+            className={cn(
+              "flex flex-col",
+              isMobile &&
+                "max-h-[40dvh] gap-2 overflow-y-auto overflow-x-hidden pb-4",
             )}
-            <DropdownMenuLabel>
+          >
-              {dialogLabel ?? t("trainFaceAs")}
+            {filteredNames.sort().map((faceName) => (
-            </DropdownMenuLabel>
-            <div
-              className={cn(
-                "flex max-h-[40dvh] flex-col overflow-y-auto overflow-x-hidden",
-                isMobile && "gap-2 pb-4",
-              )}
-            >
-              {filteredNames.sort().map((faceName) => (
-                <SelectorItem
-                  key={faceName}
-                  className="flex cursor-pointer gap-2 smart-capitalize"
-                  onClick={() => onTrainAttempt(faceName)}
-                >
-                  {faceName}
-                </SelectorItem>
-              ))}
-              <DropdownMenuSeparator />
               <SelectorItem
+                key={faceName}
                 className="flex cursor-pointer gap-2 smart-capitalize"
-                onClick={() => setNewFace(true)}
+                onClick={() => onTrainAttempt(faceName)}
               >
-                {t("createFaceLibrary.new")}
+                {faceName}
               </SelectorItem>
-            </div>
+            ))}
-          </SelectorContent>
+            <DropdownMenuSeparator />
-        </Selector>
+            <SelectorItem
-        <TooltipContent>{tooltipLabel ?? t("trainFace")}</TooltipContent>
+              className="flex cursor-pointer gap-2 smart-capitalize"
-      </Tooltip>
+              onClick={() => setNewFace(true)}
+            >
+              {t("createFaceLibrary.new")}
+            </SelectorItem>
+          </div>
+        </SelectorContent>
+      </Selector>
     </div>
   );
 }

web/src/components/timeline/ReviewTimeline.tsx

@@ -539,7 +539,7 @@ export function ReviewTimeline({
               </Button>
             </TooltipTrigger>
             <TooltipPortal>
-              <TooltipContent>{t("zoomIn")}</TooltipContent>
+              <TooltipContent>{t("zoomOut")}</TooltipContent>
             </TooltipPortal>
           </Tooltip>
           <Tooltip>
@@ -562,7 +562,7 @@ export function ReviewTimeline({
               </Button>
             </TooltipTrigger>
             <TooltipPortal>
-              <TooltipContent>{t("zoomOut")}</TooltipContent>
+              <TooltipContent>{t("zoomIn")}</TooltipContent>
             </TooltipPortal>
           </Tooltip>
         </div>

web/src/hooks/use-config-override.ts

@@ -12,6 +12,7 @@ import { isJsonObject } from "@/lib/utils";
 import {
   getBaseCameraSectionValue,
   getEffectiveHiddenFields,
+  pathMatchesHiddenPattern,
   unsetWithWildcard,
 } from "@/utils/configUtil";
 import { extractSectionSchema } from "@/hooks/use-config-schema";
@@ -663,3 +664,138 @@ export function useCamerasOverridingSection(
     return entries;
   }, [config, sectionPath, schema]);
 }
+
+/**
+ * Hook returning the field-level deltas between a single camera's base
+ * (pre-profile) section value and the effective global baseline. Mirrors
+ * `useConfigOverride`'s comparison logic but exposes per-field deltas so a
+ * popover can list the overridden fields.
+ *
+ * @example
+ * ```tsx
+ * const deltas = useCameraSectionDeltas(config, "front_door", "detect");
+ * // [{ fieldPath: "fps", globalValue: 5, cameraValue: 10 }]
+ * ```
+ */
+export function useCameraSectionDeltas(
+  config: FrigateConfig | undefined,
+  cameraName: string | undefined,
+  sectionPath: string,
+): FieldDelta[] {
+  const { data: schema } = useSWR<RJSFSchema>("config/schema.json");
+  return useMemo(() => {
+    if (!config?.cameras || !cameraName || !sectionPath) {
+      return [];
+    }
+    const cameraConfig = config.cameras[cameraName];
+    if (!cameraConfig) return [];
+
+    const sectionMeta = OVERRIDABLE_SECTIONS.find((s) => s.key === sectionPath);
+    const compareFields = sectionMeta?.compareFields;
+
+    const globalValue = collapseEmpty(
+      getEffectiveGlobalBaseline(config, sectionPath, compareFields, schema),
+    );
+    const cameraValue = collapseEmpty(
+      normalizeConfigValue(
+        getBaseCameraSectionValue(config, cameraName, sectionPath),
+      ),
+    );
+
+    const hiddenFields = getEffectiveHiddenFields(
+      sectionPath,
+      "camera",
+      config,
+    );
+
+    const deltas: FieldDelta[] = [];
+    for (const delta of collectFieldDeltas(
+      globalValue,
+      cameraValue,
+      compareFields,
+    )) {
+      if (
+        hiddenFields.some((pattern) =>
+          pathMatchesHiddenPattern(delta.fieldPath, pattern),
+        )
+      ) {
+        continue;
+      }
+      deltas.push(delta);
+    }
+    return deltas;
+  }, [config, cameraName, sectionPath, schema]);
+}
+
+/**
+ * Hook returning the field-level deltas between a single profile's overrides
+ * and the camera's base (pre-profile) section value. Honors per-section
+ * `compareFields` filters and hidden-field patterns so the result matches
+ * what's actually exposed in the UI.
+ *
+ * @example
+ * ```tsx
+ * const deltas = useProfileSectionDeltas(config, "front_door", "night", "detect");
+ * // [{ fieldPath: "fps", globalValue: 5, cameraValue: 10, profileName: "night" }]
+ * ```
+ */
+export function useProfileSectionDeltas(
+  config: FrigateConfig | undefined,
+  cameraName: string | undefined,
+  profileName: string | undefined,
+  sectionPath: string,
+): FieldDelta[] {
+  return useMemo(() => {
+    if (!config?.cameras || !cameraName || !profileName || !sectionPath) {
+      return [];
+    }
+    const cameraConfig = config.cameras[cameraName];
+    if (!cameraConfig) return [];
+
+    const profileSection = (
+      cameraConfig.profiles?.[profileName] as
+        | Record<string, unknown>
+        | undefined
+    )?.[sectionPath];
+    if (profileSection == null) return [];
+
+    const sectionMeta = OVERRIDABLE_SECTIONS.find((s) => s.key === sectionPath);
+    const compareFields = sectionMeta?.compareFields;
+
+    const baseValue = collapseEmpty(
+      normalizeConfigValue(
+        getBaseCameraSectionValue(config, cameraName, sectionPath),
+      ),
+    );
+    const profileValue = collapseEmpty(
+      normalizeConfigValue(profileSection as JsonValue),
+    );
+
+    const hiddenFields = getEffectiveHiddenFields(
+      sectionPath,
+      "camera",
+      config,
+    );
+
+    const deltas: FieldDelta[] = [];
+    for (const path of collectDefinedLeafPaths(profileValue)) {
+      if (!isPathAllowed(path, compareFields)) continue;
+      if (
+        hiddenFields.some((pattern) => pathMatchesHiddenPattern(path, pattern))
+      ) {
+        continue;
+      }
+      const baseField = get(baseValue, path);
+      const profileField = get(profileValue, path);
+      if (!isEqual(baseField, profileField)) {
+        deltas.push({
+          fieldPath: path,
+          globalValue: baseField,
+          cameraValue: profileField,
+          profileName,
+        });
+      }
+    }
+    return deltas;
+  }, [config, cameraName, profileName, sectionPath]);
+}

web/src/types/configForm.ts

@@ -44,4 +44,5 @@ export type ConfigFormContext = {
   requiresRestart?: boolean;
   t?: (key: string, options?: Record<string, unknown>) => string;
   renderers?: Record<string, RendererComponent>;
+  isProfile?: boolean;
 };

web/src/types/stats.ts

@@ -62,7 +62,10 @@ export type ExtraProcessStats = {
   mem?: string;
 };
 
+export type GpuVendor = "intel" | "amd" | "nvidia" | "rockchip" | "rpi";
+
 export type GpuStats = {
+  vendor?: GpuVendor;
   gpu: string;
   mem: string;
   enc?: string;

web/src/utils/configUtil.ts

@@ -6,7 +6,6 @@
 
 import get from "lodash/get";
 import cloneDeep from "lodash/cloneDeep";
-import merge from "lodash/merge";
 import unset from "lodash/unset";
 import isEqual from "lodash/isEqual";
 import mergeWith from "lodash/mergeWith";
@@ -92,6 +91,32 @@ export function getBaseCameraSectionValue(
   return base !== undefined ? base : get(cam, sectionPath);
 }
 
+// mergeWith customizer that replaces arrays wholesale instead of merging them
+// positionally by index. Used when the source value is meant to fully replace
+// the destination (e.g. profile overrides, section config overrides), so an
+// empty source array correctly clears the destination array.
+const replaceArraysCustomizer = (objValue: unknown, srcValue: unknown) => {
+  if (Array.isArray(objValue) || Array.isArray(srcValue)) {
+    return srcValue !== undefined ? srcValue : objValue;
+  }
+  return undefined;
+};
+
+// Merge profile overrides on top of base config values. Matches the backend's
+// deep_merge(overrides, base_data) semantics: arrays are replaced wholesale by
+// the profile's value rather than merged positionally, so an empty array in a
+// profile clears the base array instead of leaving stale entries behind.
+export function mergeProfileOverrides<T extends object>(
+  baseValue: T,
+  profileOverrides: object,
+): T {
+  return mergeWith(
+    cloneDeep(baseValue),
+    cloneDeep(profileOverrides),
+    replaceArraysCustomizer,
+  ) as T;
+}
+
 /** Sections that can appear inside a camera profile definition. */
 export const PROFILE_ELIGIBLE_SECTIONS = new Set([
   "audio",
@@ -564,9 +589,9 @@ export function prepareSectionSavePayload(opts: {
         baseValue &&
         typeof baseValue === "object"
       ) {
-        rawSectionValue = merge(
+        rawSectionValue = mergeProfileOverrides(
-          cloneDeep(baseValue),
+          baseValue as object,
-          cloneDeep(profileOverrides),
+          profileOverrides as object,
         );
       } else {
         rawSectionValue = baseValue;
@@ -675,13 +700,12 @@ const mergeSectionConfig = (
   overrides: Partial<SectionConfig> | undefined,
 ): SectionConfig =>
   mergeWith({}, base ?? {}, overrides ?? {}, (objValue, srcValue, key) => {
-    if (Array.isArray(objValue) || Array.isArray(srcValue)) {
+    const arrayResult = replaceArraysCustomizer(objValue, srcValue);
-      return srcValue ?? objValue;
+    if (arrayResult !== undefined) return arrayResult;
-    }
 
     if (key === "uiSchema") {
       if (objValue && srcValue) {
-        return merge({}, objValue, srcValue);
+        return mergeWith({}, objValue, srcValue, replaceArraysCustomizer);
       }
       return srcValue ?? objValue;
     }
@@ -739,3 +763,26 @@ export function resolveHiddenFieldEntries(
   }
   return result;
 }
+
+/**
+ * Match a delta path against a hidden-field pattern. Supports literal prefixes
+ * (so a hidden field "streams" also hides "streams.foo.bar") and `*` wildcards
+ * matching exactly one path segment (e.g. "filters.*.mask").
+ */
+export function pathMatchesHiddenPattern(
+  path: string,
+  pattern: string,
+): boolean {
+  if (!pattern) return false;
+  if (!pattern.includes("*")) {
+    return path === pattern || path.startsWith(`${pattern}.`);
+  }
+  const patternSegments = pattern.split(".");
+  const pathSegments = path.split(".");
+  if (pathSegments.length < patternSegments.length) return false;
+  for (let i = 0; i < patternSegments.length; i += 1) {
+    if (patternSegments[i] === "*") continue;
+    if (patternSegments[i] !== pathSegments[i]) return false;
+  }
+  return true;
+}

web/src/views/settings/ObjectSettingsView.tsx

@@ -33,6 +33,7 @@ import { getTranslatedLabel } from "@/utils/i18n";
 import { useCameraFriendlyName } from "@/hooks/use-camera-friendly-name";
 import { AudioLevelGraph } from "@/components/audio/AudioLevelGraph";
 import { useWs } from "@/api/ws";
+import { cn } from "@/lib/utils";
 
 type ObjectSettingsViewProps = {
   selectedCamera?: string;
@@ -200,15 +201,18 @@ export default function ObjectSettingsView({
 
         <Tabs defaultValue="debug" className="w-full">
           <TabsList
-            className={`grid w-full ${cameraConfig.ffmpeg.inputs.some((input) => input.roles.includes("audio")) ? "grid-cols-3" : "grid-cols-2"}`}
+            className={cn(
+              "grid w-full",
+              cameraConfig.audio.enabled_in_config
+                ? "grid-cols-3"
+                : "grid-cols-2",
+            )}
           >
             <TabsTrigger value="debug">{t("debug.debugging")}</TabsTrigger>
             <TabsTrigger value="objectlist">
               {t("debug.objectList")}
             </TabsTrigger>
-            {cameraConfig.ffmpeg.inputs.some((input) =>
+            {cameraConfig.audio.enabled_in_config && (
-              input.roles.includes("audio"),
-            ) && (
               <TabsTrigger value="audio">{t("debug.audio.title")}</TabsTrigger>
             )}
           </TabsList>
@@ -325,9 +329,7 @@ export default function ObjectSettingsView({
           <TabsContent value="objectlist">
             <ObjectList cameraConfig={cameraConfig} objects={memoizedObjects} />
           </TabsContent>
-          {cameraConfig.ffmpeg.inputs.some((input) =>
+          {cameraConfig.audio.enabled_in_config && (
-            input.roles.includes("audio"),
-          ) && (
             <TabsContent value="audio">
               <AudioList
                 cameraConfig={cameraConfig}

web/src/views/settings/SingleSectionPage.tsx

@@ -3,18 +3,14 @@ import { useTranslation } from "react-i18next";
 import type { SectionConfig } from "@/components/config-form/sections";
 import { ConfigSectionTemplate } from "@/components/config-form/sections";
 import { CameraOverridesBadge } from "@/components/config-form/sections/CameraOverridesBadge";
+import { GlobalOverridesBadge } from "@/components/config-form/sections/GlobalOverridesBadge";
+import { ProfileOverridesBadge } from "@/components/config-form/sections/ProfileOverridesBadge";
 import type { PolygonType } from "@/types/canvas";
 import { Badge } from "@/components/ui/badge";
-import {
-  Tooltip,
-  TooltipContent,
-  TooltipTrigger,
-} from "@/components/ui/tooltip";
 import type { ConfigSectionData } from "@/types/configForm";
 import type { ProfileState } from "@/types/profile";
 import { getSectionConfig } from "@/utils/configUtil";
 import { getProfileColor } from "@/utils/profileColors";
-import { cn } from "@/lib/utils";
 import { useDocDomain } from "@/hooks/use-doc-domain";
 import { Link } from "react-router-dom";
 import { LuExternalLink } from "react-icons/lu";
@@ -173,46 +169,25 @@ export function SingleSectionPage({
             )}
             {level === "camera" &&
               showOverrideIndicator &&
-              sectionStatus.isOverridden && (
+              sectionStatus.isOverridden &&
-                <Tooltip>
+              selectedCamera &&
-                  <TooltipTrigger asChild>
+              (sectionStatus.overrideSource === "profile" &&
-                    <Badge
+              currentEditingProfile ? (
-                      variant="secondary"
+                <ProfileOverridesBadge
-                      className={cn(
+                  sectionPath={sectionKey}
-                        "cursor-default border-2 text-center text-xs text-primary-variant",
+                  cameraName={selectedCamera}
-                        sectionStatus.overrideSource === "profile" &&
+                  profileName={currentEditingProfile}
-                          profileColor
+                  profileFriendlyName={profileState?.profileFriendlyNames.get(
-                          ? profileColor.border
+                    currentEditingProfile,
-                          : "border-selected",
+                  )}
-                      )}
+                  profileBorderColor={profileColor?.border}
-                    >
+                />
-                      {sectionStatus.overrideSource === "profile"
+              ) : (
-                        ? t("button.overriddenBaseConfig", {
+                <GlobalOverridesBadge
-                            ns: "views/settings",
+                  sectionPath={sectionKey}
-                            defaultValue: "Overridden (Base Config)",
+                  cameraName={selectedCamera}
-                          })
+                />
-                        : t("button.overriddenGlobal", {
+              ))}
-                            ns: "views/settings",
-                            defaultValue: "Overridden (Global)",
-                          })}
-                    </Badge>
-                  </TooltipTrigger>
-                  <TooltipContent>
-                    {sectionStatus.overrideSource === "profile"
-                      ? t("button.overriddenBaseConfigTooltip", {
-                          ns: "views/settings",
-                          profile: currentEditingProfile
-                            ? (profileState?.profileFriendlyNames.get(
-                                currentEditingProfile,
-                              ) ?? currentEditingProfile)
-                            : "",
-                        })
-                      : t("button.overriddenGlobalTooltip", {
-                          ns: "views/settings",
-                        })}
-                  </TooltipContent>
-                </Tooltip>
-              )}
             {sectionStatus.hasChanges && (
               <Badge
                 variant="secondary"
@@ -233,27 +208,25 @@ export function SingleSectionPage({
           )}
           {level === "camera" &&
             showOverrideIndicator &&
-            sectionStatus.isOverridden && (
+            sectionStatus.isOverridden &&
-              <Badge
+            selectedCamera &&
-                variant="secondary"
+            (sectionStatus.overrideSource === "profile" &&
-                className={cn(
+            currentEditingProfile ? (
-                  "cursor-default border-2 text-center text-xs text-primary-variant",
+              <ProfileOverridesBadge
-                  sectionStatus.overrideSource === "profile" && profileColor
+                sectionPath={sectionKey}
-                    ? profileColor.border
+                cameraName={selectedCamera}
-                    : "border-selected",
+                profileName={currentEditingProfile}
+                profileFriendlyName={profileState?.profileFriendlyNames.get(
+                  currentEditingProfile,
                 )}
-              >
+                profileBorderColor={profileColor?.border}
-                {sectionStatus.overrideSource === "profile"
+              />
-                  ? t("button.overriddenBaseConfig", {
+            ) : (
-                      ns: "views/settings",
+              <GlobalOverridesBadge
-                      defaultValue: "Overridden (Base Config)",
+                sectionPath={sectionKey}
-                    })
+                cameraName={selectedCamera}
-                  : t("button.overriddenGlobal", {
+              />
-                      ns: "views/settings",
+            ))}
-                      defaultValue: "Overridden (Global)",
-                    })}
-              </Badge>
-            )}
           {sectionStatus.hasChanges && (
             <Badge
               variant="secondary"

web/src/views/system/GeneralMetrics.tsx

@@ -1,5 +1,5 @@
 import useSWR from "swr";
-import { FrigateStats, GpuInfo } from "@/types/stats";
+import { FrigateStats, GpuInfo, GpuStats } from "@/types/stats";
 import { startTransition, useEffect, useMemo, useState } from "react";
 import { useFrigateStats } from "@/api/ws";
 import {
@@ -98,13 +98,11 @@ export default function GeneralMetrics({
     let nvCount = 0;
 
     statsHistory.length > 0 &&
-      Object.keys(statsHistory[0]?.gpu_usages ?? {}).forEach((key) => {
+      Object.values(statsHistory[0]?.gpu_usages ?? {}).forEach((stats) => {
-        if (key == "amd-vaapi" || key == "intel-gpu") {
+        if (stats.vendor === "nvidia") {
-          vaCount += 1;
-        }
-
-        if (key.includes("NVIDIA")) {
           nvCount += 1;
+        } else if (stats.vendor === "intel" || stats.vendor === "amd") {
+          vaCount += 1;
         }
       });
 
@@ -288,11 +286,15 @@ export default function GeneralMetrics({
       return [];
     }
 
+    // Intel doesn't expose VRAM usage, so hide the memory section
+    // entirely when every reporting GPU is Intel.
+    const firstEntries: GpuStats[] = Object.values(
+      statsHistory[0]?.gpu_usages ?? {},
+    );
     if (
-      Object.keys(statsHistory?.at(0)?.gpu_usages ?? {}).length == 1 &&
+      firstEntries.length > 0 &&
-      Object.keys(statsHistory?.at(0)?.gpu_usages ?? {})[0] === "intel-gpu"
+      firstEntries.every((s) => s.vendor === "intel")
     ) {
-      // intel gpu stats do not support memory
       return undefined;
     }
 
@@ -307,6 +309,10 @@ export default function GeneralMetrics({
       }
 
       Object.entries(stats.gpu_usages || {}).forEach(([key, stats]) => {
+        if (stats.vendor === "intel") {
+          return;
+        }
+
         if (!(key in series)) {
           series[key] = { name: key, data: [] };
         }
@@ -470,8 +476,9 @@ export default function GeneralMetrics({
       return false;
     }
 
-    const gpuKeys = Object.keys(statsHistory[0]?.gpu_usages ?? {});
+    const hasIntelGpu = Object.values(statsHistory[0]?.gpu_usages ?? {}).some(
-    const hasIntelGpu = gpuKeys.some((key) => key === "intel-gpu");
+      (stats) => stats.vendor === "intel",
+    );
 
     if (!hasIntelGpu) {
       return false;
@@ -486,14 +493,15 @@ export default function GeneralMetrics({
         continue;
       }
 
-      Object.entries(stats.gpu_usages || {}).forEach(([key, gpuStats]) => {
+      Object.values(stats.gpu_usages || {}).forEach((gpuStats) => {
-        if (key === "intel-gpu") {
+        if (gpuStats.vendor !== "intel") {
-          if (gpuStats.gpu) {
+          return;
-            hasDataPoints = true;
+        }
-            const gpuValue = parseFloat(gpuStats.gpu.slice(0, -1));
+        if (gpuStats.gpu) {
-            if (!isNaN(gpuValue) && gpuValue > 0) {
+          hasDataPoints = true;
-              allZero = false;
+          const gpuValue = parseFloat(gpuStats.gpu.slice(0, -1));
-            }
+          if (!isNaN(gpuValue) && gpuValue > 0) {
+            allZero = false;
           }
         }
       });