Default available objects
By default, Frigate includes the following object models from the Google Coral test data.
- person
- bicycle
- car
- motorcycle
- airplane
- bus
- train
- car
- boat
- traffic light
- fire hydrant
- stop sign
- parking meter
- bench
- bird
- cat
- dog
- horse
- sheep
- cow
- elephant
- bear
- zebra
- giraffe
- backpack
- umbrella
- handbag
- tie
- suitcase
- frisbee
- skis
- snowboard
- sports ball
- kite
- baseball bat
- baseball glove
- skateboard
- surfboard
- tennis racket
- bottle
- wine glass
- cup
- fork
- knife
- spoon
- bowl
- banana
- apple
- sandwich
- orange
- broccoli
- carrot
- hot dog
- pizza
- donut
- cake
- chair
- couch
- potted plant
- bed
- dining table
- toilet
- tv
- laptop
- mouse
- remote
- keyboard
- cell phone
- microwave
- oven
- toaster
- sink
- refrigerator
- book
- clock
- vase
- scissors
- teddy bear
- hair drier
- toothbrush
Custom Models#
Models for both CPU and EdgeTPU (Coral) are bundled in the image. You can use your own models with volume mounts:
- CPU Model:
/cpu_model.tflite - EdgeTPU Model:
/edgetpu_model.tflite - Labels:
/labelmap.txt
You also need to update the model width/height in the config if they differ from the defaults.
Customizing the Labelmap#
The labelmap can be customized to your needs. A common reason to do this is to combine multiple object types that are easily confused when you don't need to be as granular such as car/truck. You must retain the same number of labels, but you can change the names. To change:
- Download the COCO labelmap
- Modify the label names as desired. For example, change
7 truckto7 car - Mount the new file at
/labelmap.txtin the container with an additional volume