Which Object detector or optimize the config with Intel® Core™ i5-10500T CPU @ 2.30GHz with Intel Corporation CometLake-S GT2 [UHD Graphics 630] (rev 03)

[blurry4966]

Describe the problem you are having

onnx Object detector is busy all the time. Skipping frames

How to optimize the config

Version

0.16.0-0b7a33d

Frigate config file

database:
  path: /config/frigate.db

mqtt:
  host: 192.168.XX.XX
  user: mqtt
  password: XXXXXX
  port: 1883
  topic_prefix: frigate
  client_id: frigate
  stats_interval: 300

birdseye:
  enabled: false
  restream: false # True uses more CPU
  width: 1280
  height: 720
  quality: 8
  mode: objects

detectors:
  onnx_0:
    type: onnx
  onnx_1:
    type: onnx

model:
  path: plus://XXXX

ffmpeg:
# global_args: -hide_banner -loglevel warning -threads 2
  hwaccel_args: preset-intel-qsv-h264 
  output_args:
    record: preset-record-generic-audio-aac


go2rtc:
  streams:
    webrtc:
      listen: XX.XX.XX.82:8555
      candidates:
        - XX.XX.XX.XX:8555
        - 192.168.188.250:8555
    Drive_Way:
    #  - rtsp://#############@XX.XX.XX.65:554/live0
    #  - ffmpeg:Drive_Way#audio=aac
      - rtsp://#############@XX.XX.XX.65:554/cam/realmonitor?channel=1&subtype=0#backchannel=0
      #- rtsp://#############@XX.XX.XX.65:554/cam/realmonitor?channel=1&subtype=0&unicast=true&proto=Onvif
      - rtsp://#############@XX.XX.XX.65:554/cam/realmonitor?channel=1&subtype=0
    #  - rtsp://#############@XX.XX.XX.65:554/cam/realmonitor?channel=1&subtype=1rtsp://XX.XX.XX.65:554/cam/realmonitor?channel=1&subtype=0&unicast=true&proto=Onvif
    Drive_Way_Sub:
      - rtsp://#############@XX.XX.XX.65:554/cam/realmonitor?channel=1&subtype=2#backchannel=0
    Main_Door:
    #  - rtsp://#############@XX.XX.XX.66:554/live0
    #  - ffmpeg:Main_Door#audio=aac
      - rtsp://#############@XX.XX.XX.66:554/cam/realmonitor?channel=1&subtype=0#backchannel=0
      - rtsp://#############@XX.XX.XX.66:554/cam/realmonitor?channel=1&subtype=0
    Main_Door_Sub:
      - rtsp://#############@XX.XX.XX.66:554/cam/realmonitor?channel=1&subtype=2#backchannel=0
    Side_Door:
    #  - rtsp://#############@XX.XX.XX.200:554/live0
    #  - ffmpeg:Side_Door#audio=aac
      - rtsp://#############@XX.XX.XX.68:554/cam/realmonitor?channel=1&subtype=0#backchannel=0
      - rtsp://#############@XX.XX.XX.68:554/cam/realmonitor?channel=1&subtype=0
    #   - rtsp://#############@XX.XX.XX.68:554/cam/realmonitor?channel=1&subtype=0&proto=Onvif#backchannel=1
    #   - rtsp://#############@XX.XX.XX.68:554/cam/realmonitor?channel=1&subtype=0&proto=Onvif
    #   - ffmpeg:Side_Door#audio=opus
    Side_Door_Sub:
    #   - rtsp://#############@XX.XX.XX.68:554/cam/realmonitor?channel=1&subtype=0&proto=Onvif#backchannel=1
    #   - rtsp://#############@XX.XX.XX.68:554/cam/realmonitor?channel=1&subtype=2&proto=Onvif
    #   - ffmpeg:Side_Door_Sub#audio=opus
      - rtsp://#############@XX.XX.XX.68:554/cam/realmonitor?channel=1&subtype=2#backchannel=0
    Garden:
    #  - rtsp://#############@XX.XX.XX.67:554/live0
    #  - ffmpeg:Garden#audio=aac
      - rtsp://#############@XX.XX.XX.67:554/cam/realmonitor?channel=1&subtype=0#backchannel=0
      - rtsp://#############@XX.XX.XX.67:554/cam/realmonitor?channel=1&subtype=0
    Garden_Sub:
      - rtsp://#############@XX.XX.XX.67:554/cam/realmonitor?channel=1&subtype=2#backchannel=0
    Main_Bed_Room:
    #  - rtsp://#############@XX.XX.XX.201:554/live0
    #  - ffmpeg:Main_Bed_Room#audio=aac
      - rtsp://#############@XX.XX.XX.69:554/cam/realmonitor?channel=1&subtype=0#backchannel=0
      - rtsp://#############@XX.XX.XX.69:554/cam/realmonitor?channel=1&subtype=0
    Main_Bed_Room_Sub:
      - rtsp://#############@XX.XX.XX.69:554/cam/realmonitor?channel=1&subtype=2#backchannel=0
    Garage_Back_Door:
    #  - rtsp://#############@XX.XX.XX.70:554/live0
    #  - ffmpeg:Garage_Back_Door#audio=aac
      - rtsp://#############@XX.XX.XX.70:554/cam/realmonitor?channel=1&subtype=0#backchannel=0
      - rtsp://#############@XX.XX.XX.70:554/cam/realmonitor?channel=1&subtype=0
    Garage_Back_Door_Sub:
      - rtsp://#############@XX.XX.XX.70:554/cam/realmonitor?channel=1&subtype=2#backchannel=0
    Meter_Box:
    #  - rtsp://#############@XX.XX.XX.71:554/live0
    #  - ffmpeg:Meter_Box#audio=aac
      - rtsp://#############@XX.XX.XX.71:554/cam/realmonitor?channel=1&subtype=0#backchannel=0
      - rtsp://#############@XX.XX.XX.71:554/cam/realmonitor?channel=1&subtype=0
    Meter_Box_Sub:
      - rtsp://#############@XX.XX.XX.71:554/cam/realmonitor?channel=1&subtype=2#backchannel=0

##############################################
##############################################
cameras:
  #####################################

  Drive_Way:   # <------ Name the camera ########################################
    ffmpeg:
      inputs:
        - path: rtsp://127.0.0.1:8554/Drive_Way
          input_args: preset-rtsp-restream
          roles:
            - record
        - path: rtsp://127.0.0.1:8554/Drive_Way_Sub
          input_args: preset-rtsp-restream
          roles:
            - detect
    detect:
      width: 1280
      height: 720
      fps: 5
      annotation_offset: -1200
    objects:
      track:
        - person
        - dog
        - bicycle
        - cat
        - car
        - license_plate
        - face
        - waste_bin
        - package
        - motorcycle
      filters:
        person:
          min_score: 0.85
          threshold: 0.9
    record:     # what you want Frigate to record
      enabled: true
      retain:
        days: 5
        mode: all
      alerts:
        retain:
          days: 30
      detections:
        retain:
          days: 30
    snapshots:
      enabled: true
      retain:
        default: 30
      crop: false
      height: 1000
      bounding_box: true
    motion:
      mask:
        - 0,0.25,0,0,1,0,1,0.118,0.785,0.119,0.448,0.124,0.098,0.219
        - 0.575,0.23,0.693,0.205,0.739,0.2,0.801,0.137,0.895,0.146,0.985,0.205,0.974,0.372,0.873,0.432,0.818,0.477,0.75,0.494,0.648,0.47,0.611,0.459,0.615,0.353,0.582,0.343
        - 0.132,0.309,0.171,0.446,0.525,1,0.001,1,0,0.748,0,0.603,0,0.254,0.032,0.218,0.068,0.215
    zones:
      DW-Mailbox_Inwards:
        coordinates: 0.189,0.67,0.553,0.46,0.951,0.685,0.868,1,0.28,1
        inertia: 3
        loitering_time: 0
      DW-Street_inwards:
        coordinates: 0.13,0.304,0.174,0.447,0.562,0.237,0.677,0.194,0.484,0.141
        inertia: 3
        loitering_time: 0
      DW-Mailbox_grass_area:
        coordinates: 
          0.353,0.346,0.511,0.481,0.556,0.457,0.56,0.352,0.581,0.346,0.572,0.232,0.512,0.267
        inertia: 3
        loitering_time: 0
      DW_mailbox-outwards:
        coordinates: 0.154,0.464,0.189,0.67,0.51,0.483,0.355,0.347
        loitering_time: 0
        inertia: 3
    review:
      alerts:
        required_zones:
          - DW-Mailbox_Inwards
          - DW-Street_inwards
          - DW-Mailbox_grass_area
          - DW_mailbox-outwards
    notifications:
      enabled: false
  Main_Door:   # <------ Name the camera ########################################
    ffmpeg:
      inputs:
        - path: rtsp://127.0.0.1:8554/Main_Door
          input_args: preset-rtsp-restream
          roles:
            - record
        - path: rtsp://127.0.0.1:8554/Main_Door_Sub
          input_args: preset-rtsp-restream
          roles:
            - detect
    detect:
      width: 1280
      height: 720
      fps: 5
      annotation_offset: -800
    objects:
      track:
        - person
        - dog
        - cat
        - face
        - waste_bin
        - package
        - motorcycle
        - bicycle
      filters:
        person:
          min_score: 0.85
          threshold: 0.9
    record:     # what you want Frigate to record
      enabled: true
      retain:
        days: 5
        mode: all
      alerts:
        retain:
          days: 30
      detections:
        retain:
          days: 30
    snapshots:
      enabled: true
      retain:
        default: 30
      crop: false
      height: 1000
      bounding_box: true
    motion:
      mask:
        - 0.382,0,1,0,1,0.177,0.385,0.168
        - 0.433,0.443,0.488,0.426,0.537,0.429,0.572,0.64,0.569,0.842,0.563,0.949,0.407,0.975,0.336,0.893,0.361,0.699,0.438,0.697
        - 0.25,0.207,0.312,0.193,0.324,0.454,0.265,0.465
        - 0.583,0.274,0.623,0.232,0.731,0.253,0.86,0.165,0.902,0.171,0.999,0.304,1,0.861,0.914,0.852,0.602,0.515,0.585,0.453
    zones:
      MD-Front_door:
        coordinates: 
          0.111,0.655,0.227,0.597,0.243,0.671,0.281,0.648,0.419,0.929,0.351,1,0.171,1
        inertia: 3
        loitering_time: 0
      MD-StreetInOut:
        coordinates: 0.43,0.16,0.435,0.442,0.588,0.434,0.576,0.169
        inertia: 3
        loitering_time: 0
      MD-From_driveway:
        coordinates: 
          0.434,0.483,0.573,0.43,0.614,0.572,0.757,0.693,0.93,0.911,1,1,0.365,1,0.432,0.943,0.449,0.871,0.439,0.79
        inertia: 3
        loitering_time: 0
    review:
      alerts:
        required_zones:
          - MD-Front_door
          - MD-StreetInOut
          - MD-From_driveway
    notifications:
      enabled: false
  Side_Door:   # <------ Name the camera ########################################
    ffmpeg:
      inputs:
        - path: rtsp://127.0.0.1:8554/Side_Door
          input_args: preset-rtsp-restream
          roles:
            - record
        - path: rtsp://127.0.0.1:8554/Side_Door_Sub
          input_args: preset-rtsp-restream
          roles:
            - detect
    detect:
      width: 1280
      height: 720
      fps: 5
    objects:
      track:
        - person
        - dog
        - cat
        - face
        - waste_bin
        - package
        - umbrella
        - bbq_grill
      filters:
        person:
          min_score: 0.85
          threshold: 0.9
        dog:
          mask:
            - 0.305,0.084,0.5,0.047,0.509,0.458,0.324,0.462
            - 0.001,0.226,0.27,0.095,0.306,0.588,0.274,0.661,0.283,0.74,0.215,0.976,0.105,0.883,0,0.45
        cat:
          mask:
            - 0.307,0.098,0.5,0.057,0.509,0.457,0.326,0.463
            - 0,0.224,0.271,0.093,0.307,0.586,0.275,0.66,0.284,0.736,0.215,0.976,0.109,0.885,0,0.442
    record:     # what you want Frigate to record
      enabled: true
      retain:
        days: 5
        mode: all
      alerts:
        retain:
          days: 30
      detections:
        retain:
          days: 30
    snapshots:
      enabled: true
      retain:
        default: 30
      crop: false
      height: 1000
      bounding_box: true
    motion:
      mask: 
        0.587,0,0.803,0,1,0,0.999,0.202,0.997,0.719,0.845,0.425,0.857,0.174,0.858,0.098,0.588,0.079
    zones:
      SD-Front_gate:
        coordinates: 
          0.59,0.082,0.769,0.102,0.768,0.36,0.741,0.68,0.612,0.673,0.612,0.481,0.595,0.459
        inertia: 3
        loitering_time: 0
      SD-Patio:
        coordinates: 0.78,0.638,0.865,1,0.224,1,0.282,0.818,0.338,0.652
        inertia: 3
        loitering_time: 0
      SD-Floor_area:
        coordinates: 0.819,0.643,0.874,0.628,0.997,0.997,0.867,0.996,0.805,0.736
        inertia: 3
        loitering_time: 0
    review:
      alerts:
        required_zones:
          - SD-Front_gate
          - SD-Patio
          - SD-Floor_area
    notifications:
      enabled: false
  Garden:   # <------ Name the camera ########################################
    ffmpeg:
      inputs:
        - path: rtsp://127.0.0.1:8554/Garden
          input_args: preset-rtsp-restream
          roles:
            - record
        - path: rtsp://127.0.0.1:8554/Garden_Sub
          input_args: preset-rtsp-restream
          roles:
            - detect
    detect:
      width: 1280
      height: 720
      fps: 5
    objects:
      track:
        - person
        - dog
        - cat
        - face
        - waste_bin
        - package
        - bbq_grill
      filters:
        person:
          min_score: 0.85
          threshold: 0.9
    record:     # what you want Frigate to record
      enabled: true
      retain:
        days: 5
        mode: all
      alerts:
        retain:
          days: 30
      detections:
        retain:
          days: 30
    snapshots:
      enabled: true
      retain:
        default: 30
      crop: false
      height: 1000
      bounding_box: true
    motion:
      mask:
        - 0.002,0,0.002,0.902,0.164,0.588,0.423,0.239,0.46,0.223,0.531,0.203,0.532,0,0.345,0
        - 0.605,0.044,0.705,0,0.997,0,0.997,0.997,0.802,0.999,0.619,0.332
    zones:
      GDN-Veggie_patch:
        coordinates: 
          0.318,0.162,0.314,0.36,0.39,0.264,0.454,0.216,0.506,0.206,0.452,0.184,0.349,0.156
        inertia: 3
        loitering_time: 0
      GDN-Concrete:
        coordinates: 0.168,0.762,0.067,1,0.797,1,0.732,0.789,0.434,0.807
        inertia: 3
        loitering_time: 0
      GDN-Grass:
        coordinates: 
          0.161,0.751,0.284,0.505,0.348,0.388,0.394,0.311,0.453,0.262,0.487,0.25,0.519,0.246,0.556,0.254,0.6,0.256,0.618,0.335,0.732,0.784,0.437,0.8
        inertia: 3
        loitering_time: 0
    review:
      alerts:
        required_zones:
          - GDN-Veggie_patch
          - GDN-Concrete
          - GDN-Grass
    notifications:
      enabled: false
  Main_Bed_Room:   # <------ Name the camera ########################################
    ffmpeg:
      inputs:
        - path: rtsp://127.0.0.1:8554/Main_Bed_Room
          input_args: preset-rtsp-restream
          roles:
            - record
        - path: rtsp://127.0.0.1:8554/Main_Bed_Room_Sub
          input_args: preset-rtsp-restream
          roles:
            - detect
    detect:
      width: 1280
      height: 720
      fps: 5
    objects:
      track:
        - person
        - dog
        - cat
        - face
      filters:
        person:
          max_ratio: 1.0
          min_score: 0.85
          threshold: 0.9
    record:     # what you want Frigate to record
      enabled: true
      retain:
        days: 5
        mode: all
      alerts:
        retain:
          days: 30
      detections:
        retain:
          days: 30
    snapshots:
      enabled: true
      retain:
        default: 30
      crop: false
      height: 1000
      bounding_box: true
    motion:
      mask:
        - 0.002,0.001,1,0,1,0.111,0.425,0.087,0.42,0.194,0.219,0.248,0.212,0.197,0,0.234
        - 0.451,0.195,0.446,0.374,0.556,0.427,0.561,0.347,0.567,0.184
    zones:
      MBR-Far:
        coordinates: 
          0.615,0.303,0.562,0.347,0.553,0.514,0.871,0.768,0.926,0.496,0.886,0.342,0.891,0.234,0.654,0.175
        inertia: 3
        loitering_time: 0
      MBR-Patio:
        coordinates: 
          0.211,0.564,0.001,0.706,0,0.999,0.345,0.999,0.793,1,0.868,0.791,0.732,0.648,0.55,0.518,0.469,0.526,0.242,0.537
        inertia: 3
        loitering_time: 0
    review:
      alerts:
        required_zones:
          - MBR-Far
          - MBR-Patio
    notifications:
      enabled: false
  Garage_Back_Door:   # <------ Name the camera ########################################
    ffmpeg:
      inputs:
        - path: rtsp://127.0.0.1:8554/Garage_Back_Door
          input_args: preset-rtsp-restream
          roles:
            - record
        - path: rtsp://127.0.0.1:8554/Garage_Back_Door_Sub
          input_args: preset-rtsp-restream
          roles:
            - detect
    detect:
      width: 1280
      height: 720
      fps: 5
    objects:
      track:
        - person
        - dog
        - cat
        - face
        - waste_bin
        - package
      filters:
        person:
          min_score: 0.85
          threshold: 0.9
    record:     # what you want Frigate to record
      enabled: true
      retain:
        days: 5
        mode: all
      alerts:
        retain:
          days: 30
      detections:
        retain:
          days: 30
    snapshots:
      enabled: true
      retain:
        default: 30
      crop: false
      height: 1000
      bounding_box: true
    motion:
      mask:
        - 0.419,1,0.458,1,0.541,0.135,0.571,0.13,0.568,0,0.291,0
        - 0.648,0,0.596,0,0.718,0.677,0.83,0.592,0.814,0.256,0.84,0.186,0.795,0.131
    zones:
      GBD-Floor_area:
        coordinates: 
          0.545,0.135,0.619,0.12,0.639,0.237,0.72,0.68,0.775,0.638,0.824,1,0.461,1
        inertia: 3
        loitering_time: 0
    review:
      alerts:
        required_zones: GBD-Floor_area
    notifications:
      enabled: false
  Meter_Box:   # <------ Name the camera ########################################
    ffmpeg:
      inputs:
        - path: rtsp://127.0.0.1:8554/Meter_Box
          input_args: preset-rtsp-restream
          roles:
            - record
        - path: rtsp://127.0.0.1:8554/Meter_Box_Sub
          input_args: preset-rtsp-restream
          roles:
            - detect
    detect:
      width: 1280
      height: 720
      fps: 5
      annotation_offset: -1200
    objects:
      track:
        - person
        - dog
        - cat
        - car
        - license_plate
        - face
        - waste_bin
        - bicycle
        - motorcycle
      filters:
        person:
          min_score: 0.85
          threshold: 0.9
          mask: 
            0.563,0.303,0.576,0.301,0.565,0.219,0.569,0.181,0.581,0.145,0.536,0.147,0.545,0.18,0.55,0.213
        cat:
          mask: 0,0,0.275,0,0.286,0.207,0.006,0.314
        dog:
          mask: 0,0,0.275,0,0.286,0.207,0.006,0.314
        car: {}
        bicycle:
          mask: 0.328,1,0.758,1,1,1,1,0,0.771,0,0.761,0.368
        motorcycle:
          mask: 
            0.027,0.512,0.221,0.371,0.424,0.282,0.807,0.354,0.807,0.394,0.79,0.394,0.593,0.701,0.26,0.588,0.15,0.591,0.063,0.709
    record:     # what you want Frigate to record
      enabled: true
      retain:
        days: 5
        mode: all
      alerts:
        retain:
          days: 30
      detections:
        retain:
          days: 30
    snapshots:
      enabled: true
      retain:
        default: 30
      crop: false
      height: 1000
      bounding_box: true
    motion:
      mask:
        - 0.007,0.312,0.204,0.243,0.218,0.373,0.027,0.51
        - 0.239,0.366,0.201,0.138,0.253,0.093,0.325,0.063,0.372,0.041,0.422,0.039,0.453,0.041,0.457,0.097,0.46,0.208,0.426,0.279
        - 0.633,0.003,0.59,0.063,0.582,0.106,0.633,0.074,0.657,0.083,0.666,0.128,0.631,0.132,0.614,0.107,0.618,0.151,0.591,0.179,0.513,0.188,0.508,0.15,0.476,0.153,0.468,0.115,0.465,0.066,0.464,0.038,0.448,0.027,0.425,0.021,0.425,0.004
        - 0.049,0.067,0.119,0.066,0.142,0.132,0.144,0.194,0.098,0.232,0.079,0.228,0.049,0.212,0.028,0.245,0.023,0.269,0,0.278,0.002,0.067
    zones:
      MtrB-Floor_area:
        coordinates: 
          0.171,0.709,0.376,0.714,0.499,0.796,0.331,0.997,0.182,1,0.149,0.902,0.113,0.773
        inertia: 3
        loitering_time: 0
        objects:
          - cat
          - dog
          - person
      MtrB-Street_inwards:
        coordinates: 
          0.587,0.187,0.471,0.199,0.425,0.285,0.589,0.321,0.755,0.347,0.755,0.196
        inertia: 3
        loitering_time: 0
        objects:
          - cat
          - dog
          - person
      MtrB-GrnPatch:
        coordinates: 
          0.427,0.285,0.534,0.308,0.628,0.33,0.705,0.339,0.758,0.347,0.751,0,1,0,1,0.921,0.593,0.697,0.365,0.59,0.242,0.586,0.15,0.593,0.159,0.634,0.067,0.73,0.047,0.625,0.026,0.515,0.223,0.374
        loitering_time: 0
        objects:
          - cat
          - dog
          - person
        inertia: 3
    review:
      alerts:
        required_zones:
          - MtrB-Floor_area
          - MtrB-Street_inwards

    notifications:
      enabled: false
version: 0.16-0
camera_groups:
  Front_Cameras:
    order: 1
    icon: LuArrowsUpFromLine
    cameras:
      - Drive_Way
      - Main_Door
      - Meter_Box
  Back_Cameras:
    order: 2
    icon: LuArrowDownToDot
    cameras:
      - Garden
      - Main_Bed_Room
      - Garage_Back_Door
  Side_door:
    order: 3
    icon: LuArrowBigRightDash
    cameras: Side_Door
semantic_search:
  enabled: true
  reindex: false
  model_size: large

detect:
  enabled: true
face_recognition:
  enabled: true
  model_size: large
lpr:
  enabled: true
classification:
  bird:
    enabled: true

docker-compose file or Docker CLI command

#version: '3.9'

services:

  frigate:
    container_name: frigate16
    privileged: true
    restart: unless-stopped
    image: ghcr.io/blakeblackshear/frigate:0.16.0-rc1 #version at the time of writing this
    shm_size: "800mb" # update for your cameras based on the calculation
    devices:
      - /dev/dri/renderD128
    volumes:
      - /etc/localtime:/etc/localtime:ro
      - /opt/containerd/frigate/16/config:/config:rw
      - /media/root/8fefc598-4839-4de2-b545-72ae05e4b135:/media
      - type: tmpfs # Optional: 1GB of memory, reduces SSD/SD Card wear
        target: /tmp/cache
        tmpfs:
          size: 1000000000

    ports:
      - "5000:5000" # Unauthenticated UI access - be careful
      - "8554:8554" # RTSP feeds
      - "8555:8555/tcp" # WebRTC over tcp
      - "8555:8555/udp" # WebRTC over udp
      - "8971:8971/tcp" # Authenticated UI - reverse proxy point
      - "1984:1984/tcp" # go2rtc interface

    environment:

      PLUS_API_KEY: "XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX"

Relevant Frigate log output

2025-08-03 12:18:12.495417158  [INFO] Preparing Frigate...
2025-08-03 12:18:12.973121526  [INFO] Starting Frigate...
2025-08-03 12:18:15.368788343  [2025-08-03 12:18:15] frigate.util.config            INFO    : Checking if frigate config needs migration...
2025-08-03 12:18:15.531459534  [2025-08-03 12:18:15] frigate.util.config            INFO    : frigate config does not need migration...
2025-08-03 12:18:15.763616259  [2025-08-03 12:18:15] frigate.app                    INFO    : Starting Frigate (0.16.0-0b7a33d)
2025-08-03 12:18:15.775305347  [2025-08-03 12:18:15] peewee_migrate.logs            INFO    : Starting migrations
2025-08-03 12:18:15.786693486  [2025-08-03 12:18:15] peewee_migrate.logs            INFO    : There is nothing to migrate
2025-08-03 12:18:15.801947811  [2025-08-03 12:18:15] frigate.app                    INFO    : Recording process started: 432
2025-08-03 12:18:15.802338818  [2025-08-03 12:18:15] frigate.app                    INFO    : Review process started: 441
2025-08-03 12:18:15.804899518  [2025-08-03 12:18:15] frigate.app                    INFO    : go2rtc process pid: 127
2025-08-03 12:18:15.818464795  [2025-08-03 12:18:15] detector.onnx_0                INFO    : Starting detection process: 455
2025-08-03 12:18:15.827279990  [2025-08-03 12:18:15] frigate.detectors.plugins.onnx INFO    : ONNX: loaded onnxruntime module
2025-08-03 12:18:15.827601401  [2025-08-03 12:18:15] frigate.detectors.plugins.onnx INFO    : ONNX: loading /config/model_cache/717c77b1c548a9f5371b44e1ec8466fd
2025-08-03 12:18:15.827914093  [2025-08-03 12:18:15] detector.onnx_1                INFO    : Starting detection process: 463
2025-08-03 12:18:15.828165664  [2025-08-03 12:18:15] frigate.detectors.plugins.onnx INFO    : ONNX: loaded onnxruntime module
2025-08-03 12:18:15.828378678  [2025-08-03 12:18:15] frigate.detectors.plugins.onnx INFO    : ONNX: loading /config/model_cache/717c77b1c548a9f5371b44e1ec8466fd
2025-08-03 12:18:15.828670043  [2025-08-03 12:18:15] frigate.app                    INFO    : Embedding process started: 471
2025-08-03 12:18:15.876497063  [2025-08-03 12:18:15] frigate.app                    INFO    : Output process started: 504
2025-08-03 12:18:16.009362173  [2025-08-03 12:18:16] frigate.detectors.plugins.onnx INFO    : ONNX: /config/model_cache/717c77b1c548a9f5371b44e1ec8466fd loaded
2025-08-03 12:18:16.009362173  [LOGGING] Last message repeated 1 times
2025-08-03 12:18:16.758736076  [2025-08-03 12:18:16] frigate.app                    INFO    : Camera processor started for Drive_Way: 582
2025-08-03 12:18:16.797631883  [2025-08-03 12:18:16] frigate.app                    INFO    : Camera processor started for Main_Door: 589
2025-08-03 12:18:16.822095888  [2025-08-03 12:18:16] frigate.app                    INFO    : Camera processor started for Side_Door: 600
2025-08-03 12:18:16.823175627  [2025-08-03 12:18:16] frigate.app                    INFO    : Camera processor started for Garden: 614
2025-08-03 12:18:16.823635254  [2025-08-03 12:18:16] frigate.app                    INFO    : Camera processor started for Main_Bed_Room: 622
2025-08-03 12:18:16.823974796  [2025-08-03 12:18:16] frigate.app                    INFO    : Camera processor started for Garage_Back_Door: 635
2025-08-03 12:18:16.824357516  [2025-08-03 12:18:16] frigate.app                    INFO    : Camera processor started for Meter_Box: 648
2025-08-03 12:18:16.871331109  [2025-08-03 12:18:16] frigate.app                    INFO    : Capture process started for Drive_Way: 659
2025-08-03 12:18:16.885426042  [2025-08-03 12:18:16] frigate.app                    INFO    : Capture process started for Main_Door: 671
2025-08-03 12:18:16.928983897  [2025-08-03 12:18:16] frigate.app                    INFO    : Capture process started for Side_Door: 731
2025-08-03 12:18:16.939354993  [2025-08-03 12:18:16] frigate.app                    INFO    : Capture process started for Garden: 743
2025-08-03 12:18:16.950677433  [2025-08-03 12:18:16] frigate.app                    INFO    : Capture process started for Main_Bed_Room: 771
2025-08-03 12:18:16.963544446  [2025-08-03 12:18:16] frigate.app                    INFO    : Capture process started for Garage_Back_Door: 799
2025-08-03 12:18:16.977357574  [2025-08-03 12:18:16] frigate.app                    INFO    : Capture process started for Meter_Box: 827
2025-08-03 12:18:17.384467784  [2025-08-03 12:18:17] frigate.api.fastapi_app        INFO    : Starting FastAPI app
2025-08-03 12:18:17.535981864  [2025-08-03 12:18:17] frigate.api.fastapi_app        INFO    : FastAPI started
2025-08-03 12:18:17.597767361  loading data from : /config/model_cache/facedet/landmarkdet.yaml
2025-08-03 12:18:18.337656111  INFO: Created TensorFlow Lite XNNPACK delegate for CPU.

Install method

Docker Compose

Object Detector

OpenVino

Screenshots of the Frigate UI's System metrics pages

Any other information that may be helpful

No response

[inkeep-ai-assistant[bot]]

For your Intel® Core™ i5-10500T with UHD 630 (CometLake-S GT2), you should use the OpenVINO detector type to leverage both Intel CPU and integrated GPU for object detection(1)(2)(3). The ONNX detector will not take advantage of Intel GPU acceleration in Frigate—OpenVINO is the optimized and recommended choice for your hardware(1)(2)(3).

Recommended Changes:

• Switch your detectors from onnx to openvino.
• Set the device parameter to GPU for each detector to use the Intel iGPU.
• Review the number of detectors: more detectors only help if your GPU can keep up, otherwise, use just one.
• Lower the detect resolution and FPS per camera if you're still skipping frames.

Example detector config:

detectors:
  ov:
    type: openvino
    device: GPU

(2), (3)

Example model config for OpenVINO default:

model:
  width: 300
  height: 300
  input_tensor: nhwc
  input_pixel_format: bgr
  path: /openvino-model/ssdlite_mobilenet_v2.xml
  labelmap_path: /openvino-model/coco_91cl_bkgr.txt

(2)

Additional tips:

• Avoid running the CPU detector unless you have no hardware acceleration available(3).
• Monitor detector GPU (not CPU) utilization—if it’s low, you can add more detectors; if high, reduce camera resolution/FPS(2)(3).
• Your current CPU usage is very high—reducing detect resolution (e.g., to 640x360) and lowering FPS to 3 can help(3).

Summary:
Switch to OpenVINO with device: GPU, configure the model as above, and tune camera resolutions and FPS to balance performance and accuracy.

📚 Sources:

1. Supported Hardware
2. Supported Hardware
3. Recommended hardware

---

Have another question? Just tag @inkeep.

[NickM-27]

The AI is right, you need to use openvino detector with the frigate+ model not ONNX directly

[blurry4966]

Thank you @NickM-27 I have made the change and I will keep an eye. Very much appreciated.