License Plate Detection
Dataset
| Dataset Name | Training Images | Validation Images | Class Labels | License |
|---|---|---|---|---|
| Open Images Dataset | 5,367 | 724 | 0: Vehicle registration plate | Annotations under CC BY 4.0 Images under CC BY 2.0 |
Model Zoo
DeGirum's license plate detection model zoo consists of a variety of models gathered and trained using ultralytics repository.
Here is the link to DeGirum's license plate detection zoo.
| Model Architecture | Input Size | Precision | Runtime | Device Type | mAP 50-95 | mAP 50 | FPS |
|---|---|---|---|---|---|---|---|
| yolov5nu_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5601 | 0.8472 | 116.9 |
| yolov5nu_relu6_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5601 | 0.8484 | -- |
| yolov5nu_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5700 | 0.8472 | -- |
| yolov5nu_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5759 | 0.8499 | -- |
| yolov5nu_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5624 | 0.8579 | -- |
| yolov5nu_silu_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5647 | 0.8588 | -- |
| yolov5nu_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5800 | 0.8622 | -- |
| yolov5nu_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5852 | 0.8636 | -- |
| yolov8n_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5491 | 0.8487 | 107.3 |
| yolov8n_relu6_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5503 | 0.8519 | -- |
| yolov8n_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5717 | 0.8592 | -- |
| yolov8n_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5701 | 0.8594 | -- |
| yolov8n_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5400 | 0.8479 | -- |
| yolov8n_silu_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5395 | 0.8518 | -- |
| yolov8n_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5684 | 0.8682 | -- |
| yolov8n_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5756 | 0.8699 | -- |
| yolov5su_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5485 | 0.8475 | 43.8 |
| yolov5su_relu6_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5498 | 0.8495 | -- |
| yolov5su_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5777 | 0.8634 | -- |
| yolov5su_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5791 | 0.8640 | -- |
| yolov5su_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5592 | 0.8580 | -- |
| yolov5su_silu_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5589 | 0.8605 | -- |
| yolov5su_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5800 | 0.8663 | -- |
| yolov5su_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5862 | 0.8677 | -- |
| yolov8s_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5601 | 0.8762 | 38.9 |
| yolov8s_relu6_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5597 | 0.8767 | -- |
| yolov8s_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5709 | 0.8768 | -- |
| yolov8s_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5725 | 0.8757 | -- |
| yolov8s_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5644 | 0.8575 | -- |
| yolov8s_silu_lp | 640x640 | INT8 | TFLITE | EDGETPU | 0.5677 | 0.8592 | -- |
| yolov8s_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5815 | 0.8616 | -- |
| yolov8s_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5841 | 0.8627 | -- |