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Blake Blackshear 2020-09-17 07:36:40 -05:00
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@ -214,6 +214,20 @@ Same as `frigate/<camera_name>/events/start`, but with an `end_time` property as
### frigate/<zone_name>/<object_name>
Publishes `ON` or `OFF` and is designed to be used a as a binary sensor in HomeAssistant for whether or not that object type is detected in the zone.
## Understanding min_score and threshold
`min_score` defines the minimum score for Frigate to begin tracking a detected object. Any single detection below `min_score` will be ignored as a false positive. `threshold` is based on the median of the history of scores for a tracked object. Consider the following frames when `min_score` is set to 0.6 and threshold is set to 0.85:
| Frame | Current Score | Score History | Computed Score | Detected Object |
| --- | --- | --- | --- | --- |
| 1 | 0.7 | 0.0, 0, 0.7 | 0.0 | No
| 2 | 0.55 | 0.0, 0.7, 0.0 | 0.0 | No
| 3 | 0.85 | 0.7, 0.0, 0.85 | 0.7 | No
| 4 | 0.90 | 0.7, 0.85, 0.95, 0.90 | 0.875 | Yes
| 5 | 0.88 | 0.7, 0.85, 0.95, 0.90, 0.88 | 0.88 | Yes
| 6 | 0.95 | 0.7, 0.85, 0.95, 0.90, 0.88, 0.95 | 0.89 | Yes
In frame 2, the score is below the `min_score` value, so frigate ignores it and it becomes a 0.0. The computed score is the median of the score history (padding to at least 3 values), and only when that computed score crosses the `threshold` is the object marked as a true positive. That happens in frame 4 in the example.
## Using a custom model or labels
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`