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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 --