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.
• The N2X models are located at N2X models' zoo.
• The OPENVINO models are located at OPENVINO models' zoo.
• The RKNN models are located at RKNN models' zoo.
| Model Architecture | Input Size | Precision | Runtime | Device Type | mAP 50-95 | mAP 50 | FPS |
|---|---|---|---|---|---|---|---|
| yolov5n_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5528 | 0.867 | 147.8 |
| yolov5n_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5686 | 0.8706 | -- |
| yolov5n_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5666 | 0.8693 | -- |
| yolov5nu_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.553 | 0.8481 | 112.7 |
| yolov5nu_relu6_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5597 | 0.8495 | -- |
| yolov5nu_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5772 | 0.8503 | -- |
| yolov5nu_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5752 | 0.8499 | -- |
| yolov5nu_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5642 | 0.8574 | -- |
| yolov5nu_silu_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5736 | 0.8605 | -- |
| yolov5nu_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5771 | 0.861 | -- |
| yolov5nu_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5844 | 0.8645 | -- |
| yolov8n_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5608 | 0.8577 | 104.7 |
| yolov8n_relu6_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5619 | 0.8607 | -- |
| yolov8n_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5704 | 0.8608 | -- |
| yolov8n_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5697 | 0.8601 | -- |
| yolov8n_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5603 | 0.8597 | -- |
| yolov8n_silu_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5642 | 0.8657 | -- |
| yolov8n_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5719 | 0.867 | -- |
| yolov8n_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5747 | 0.8699 | -- |
| yolov5s_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5501 | 0.8587 | 75.6 |
| yolov5s_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5689 | 0.8591 | -- |
| yolov5s_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5667 | 0.8629 | -- |
| yolov5su_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5673 | 0.8629 | 48.8 |
| yolov5su_relu6_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5661 | 0.8619 | -- |
| yolov5su_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5795 | 0.8637 | -- |
| yolov5su_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5785 | 0.8633 | -- |
| yolov5su_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.576 | 0.8646 | -- |
| yolov5su_silu_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5792 | 0.8668 | -- |
| yolov5su_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5805 | 0.8643 | -- |
| yolov5su_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5836 | 0.8647 | -- |
| yolov8s_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5516 | 0.8736 | 41.6 |
| yolov8s_relu6_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5563 | 0.8748 | -- |
| yolov8s_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5708 | 0.8741 | -- |
| yolov8s_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.5708 | 0.8732 | -- |
| yolov8s_silu_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5744 | 0.8647 | -- |
| yolov8s_silu_lp | 640x640 | INT8 | RKNN | RK3588 | 0.5692 | 0.8595 | -- |
| yolov8s_silu_lp | 640x640 | INT8 | OPENVINO | CPU | 0.5832 | 0.8631 | -- |
| yolov8s_silu_lp | 640x640 | FP32 | OPENVINO | CPU | 0.584 | 0.862 | -- |
| yolov5m_relu6_lp | 640x640 | INT8 | N2X | ORCA1 | 0.5971 | 0.8952 | 25.1 |
| yolov5m_relu6_lp | 640x640 | INT8 | OPENVINO | CPU | 0.616 | 0.8955 | -- |
| yolov5m_relu6_lp | 640x640 | FP32 | OPENVINO | CPU | 0.6166 | 0.8953 | -- |