High-Speed ANPR Test Dashboard

The detector follows the running camera bridge continuously. It keeps the latest confirmed number visible while scanning for the next vehicle.

Open the training console to upload labeled images and retrain the detector.

Open the review console to approve or correct detections and build better OCR/detector training data.

Open the final gate page to show the confirmed vehicle number and rescan the next vehicle.

Scanning

SCANNING

Waiting for camera bridge result...

Confidence0%

Backend State-

Batch Manual Test (up to 20 images)

Use this to upload around 10 images together. After processing, open /reviews and validate them one by one with Yes / No.

Ready

Live Bridge Image

The newest image received from the background service replaces the previous image automatically.

Waiting

Waiting for camera image The first fetched image will appear here automatically.

Camera-

Last ImageWaiting

Detection Time-

----

Confidence0

Mode-

Time0 ms

Both models are evaluated on the same validation set. The higher overall ANPR score is kept for production.

Loading production results...

Overall-

mAP50-

Precision-

Recall-

mAP50-95-

Loading latest results...

Overall-

mAP50-

Precision-

Recall-

mAP50-95-

Reading the latest completed model comparison...

1. Add models/plate_detector.pt.

2. Enable OCR: USE_PADDLE_OCR=true.

3. API detects plate crop + reads OCR.

4. Validator + voting returns final number.