Face Detection
Dataset
| Dataset Name | Training Images | Validation Images | Class Labels | License |
|---|---|---|---|---|
| Open Images Dataset | 20,000 1 | 1,975 | 0: Human face | Annotations under CC BY 4.0 Images under CC BY 2.0 |
1: A subset of face training images are used for training.
Model Zoo
DeGirum's face 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_face | 640x640 | INT8 | N2X | ORCA1 | 0.5295 | 0.7844 | 146.5 |
| yolov5n_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5525 | 0.7789 | -- |
| yolov5n_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5562 | 0.7809 | -- |
| yolov5nu_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5667 | 0.7863 | 112.4 |
| yolov5nu_relu6_face | 640x640 | INT8 | RKNN | RK3588 | 0.5698 | 0.7886 | -- |
| yolov5nu_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5694 | 0.7889 | -- |
| yolov5nu_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5692 | 0.7876 | -- |
| yolov5nu_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5629 | 0.784 | -- |
| yolov5nu_silu_face | 640x640 | INT8 | RKNN | RK3588 | 0.564 | 0.7818 | -- |
| yolov5nu_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5644 | 0.7851 | -- |
| yolov5nu_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5677 | 0.7844 | -- |
| yolov8n_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5679 | 0.7867 | 104.9 |
| yolov8n_relu6_face | 640x640 | INT8 | RKNN | RK3588 | 0.5678 | 0.7878 | -- |
| yolov8n_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5689 | 0.7854 | -- |
| yolov8n_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5691 | 0.7862 | -- |
| yolov8n_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5593 | 0.7682 | -- |
| yolov8n_silu_face | 640x640 | INT8 | RKNN | RK3588 | 0.5614 | 0.7718 | -- |
| yolov8n_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5476 | 0.762 | -- |
| yolov8n_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5685 | 0.7792 | -- |
| yolov5s_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5576 | 0.8015 | 75.8 |
| yolov5s_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5838 | 0.8048 | -- |
| yolov5s_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5843 | 0.8052 | -- |
| yolov5su_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5801 | 0.7979 | 49.1 |
| yolov5su_relu6_face | 640x640 | INT8 | RKNN | RK3588 | 0.5811 | 0.7987 | -- |
| yolov5su_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5825 | 0.7972 | -- |
| yolov5su_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.582 | 0.7972 | -- |
| yolov5su_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5749 | 0.7909 | -- |
| yolov5su_silu_face | 640x640 | INT8 | RKNN | RK3588 | 0.5782 | 0.7955 | -- |
| yolov5su_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5667 | 0.788 | -- |
| yolov5su_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5776 | 0.7912 | -- |
| yolov8s_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.579 | 0.7968 | 41.6 |
| yolov8s_relu6_face | 640x640 | INT8 | RKNN | RK3588 | 0.5766 | 0.7953 | -- |
| yolov8s_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5778 | 0.7908 | -- |
| yolov8s_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5815 | 0.7949 | -- |
| yolov8s_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5789 | 0.7985 | -- |
| yolov8s_silu_face | 640x640 | INT8 | RKNN | RK3588 | 0.5809 | 0.7992 | -- |
| yolov8s_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5725 | 0.7914 | -- |
| yolov8s_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5849 | 0.7998 | -- |
| yolov5m_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5641 | 0.8094 | 24.9 |
| yolov5m_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5935 | 0.8127 | -- |
| yolov5m_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5954 | 0.8143 | -- |