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.
Here is the link to DeGirum's face detection zoo.
| Model Architecture | Input Size | Precision | Runtime | Device Type | mAP 50-95 | mAP 50 | FPS |
|---|---|---|---|---|---|---|---|
| yolov5nu_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5677 | 0.7874 | 117.6 |
| yolov5nu_relu6_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5683 | 0.7882 | -- |
| yolov5nu_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5570 | 0.7764 | -- |
| yolov5nu_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5695 | 0.7898 | -- |
| yolov5nu_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5591 | 0.7784 | -- |
| yolov5nu_silu_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5590 | 0.7774 | -- |
| yolov5nu_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5613 | 0.7802 | -- |
| yolov5nu_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5677 | 0.7839 | -- |
| yolov8n_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5679 | 0.7869 | 106.8 |
| yolov8n_relu6_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5686 | 0.7876 | -- |
| yolov8n_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5409 | 0.7586 | -- |
| yolov8n_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5694 | 0.7871 | -- |
| yolov8n_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5514 | 0.7647 | -- |
| yolov8n_silu_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5493 | 0.7642 | -- |
| yolov8n_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5594 | 0.7754 | -- |
| yolov8n_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5692 | 0.7799 | -- |
| yolov5su_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5797 | 0.7967 | 43.9 |
| yolov5su_relu6_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5797 | 0.7974 | -- |
| yolov5su_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5483 | 0.7653 | -- |
| yolov5su_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5821 | 0.7972 | -- |
| yolov5su_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5766 | 0.7951 | -- |
| yolov5su_silu_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5751 | 0.7955 | -- |
| yolov5su_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5691 | 0.7887 | -- |
| yolov5su_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5784 | 0.7923 | -- |
| yolov8s_relu6_face | 640x640 | INT8 | N2X | ORCA1 | 0.5803 | 0.7971 | 39.0 |
| yolov8s_relu6_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5806 | 0.7973 | -- |
| yolov8s_relu6_face | 640x640 | INT8 | OPENVINO | CPU | 0.5465 | 0.7617 | -- |
| yolov8s_relu6_face | 640x640 | FP32 | OPENVINO | CPU | 0.5817 | 0.7959 | -- |
| yolov8s_silu_face | 640x640 | INT8 | N2X | ORCA1 | 0.5789 | 0.7958 | -- |
| yolov8s_silu_face | 640x640 | INT8 | TFLITE | EDGETPU | 0.5784 | 0.7968 | -- |
| yolov8s_silu_face | 640x640 | INT8 | OPENVINO | CPU | 0.5711 | 0.7836 | -- |
| yolov8s_silu_face | 640x640 | FP32 | OPENVINO | CPU | 0.5853 | 0.8009 | -- |