Person Detection

DeGirum's person detection model zoo consists of a variety of models gathered and trained using ultralytics repository.
The training and validation datasets are obtained from the Open Images Dataset.
The person detection training dataset is composed of 20,000 images, with the validation dataset containing 7,144 images.
Here is the link to DeGirum's person detection zoo.

License Claim on Datasets:
The annotations are licensed by Google LLC under CC BY 4.0 license. The images are listed as having a CC BY 2.0 license.

Model Architecture Input Size Precision Runtime Device Type mAP 50-95 mAP 50 FPS
yolov5n_relu6_person 640x640 INT8 N2X ORCA1 0.2596 0.4709 153.1
yolov5n_relu6_person 640x640 INT8 OPENVINO CPU 0.2657 0.4742 --
yolov5n_relu6_person 640x640 FP32 OPENVINO CPU 0.2679 0.4782 --
yolov5nu_relu6_person 640x640 INT8 N2X ORCA1 0.2648 0.449 117.8
yolov5nu_relu6_person 640x640 INT8 TFLITE EDGETPU 0.2648 0.4495 --
yolov5nu_relu6_person 640x640 INT8 OPENVINO CPU 0.2629 0.4479 --
yolov5nu_relu6_person 640x640 FP32 OPENVINO CPU 0.2673 0.4534 --
yolov5nu_silu_person 640x640 INT8 N2X ORCA1 0.2698 0.454 --
yolov5nu_silu_person 640x640 INT8 TFLITE EDGETPU 0.2709 0.454 --
yolov5nu_silu_person 640x640 INT8 OPENVINO CPU 0.269 0.45 --
yolov5nu_silu_person 640x640 FP32 OPENVINO CPU 0.2753 0.4605 --
yolov8n_relu6_person 640x640 INT8 N2X ORCA1 0.2805 0.4682 107.3
yolov8n_relu6_person 640x640 INT8 TFLITE EDGETPU 0.2802 0.4685 --
yolov8n_relu6_person 640x640 INT8 OPENVINO CPU 0.2791 0.4665 --
yolov8n_relu6_person 640x640 FP32 OPENVINO CPU 0.282 0.4702 --
yolov8n_silu_person 640x640 INT8 N2X ORCA1 0.2671 0.4491 --
yolov8n_silu_person 640x640 INT8 TFLITE EDGETPU 0.2671 0.4471 --
yolov8n_silu_person 640x640 INT8 OPENVINO CPU 0.2719 0.4571 --
yolov8n_silu_person 640x640 FP32 OPENVINO CPU 0.2741 0.4597 --
yolov5s_relu6_person 640x640 INT8 N2X ORCA1 0.309 0.5317 77.1
yolov5s_relu6_person 640x640 INT8 OPENVINO CPU 0.3164 0.5355 --
yolov5s_relu6_person 640x640 FP32 OPENVINO CPU 0.3177 0.5367 --
yolov5su_relu6_person 640x640 INT8 N2X ORCA1 0.2988 0.4955 43.9
yolov5su_relu6_person 640x640 INT8 TFLITE EDGETPU 0.2986 0.495 --
yolov5su_relu6_person 640x640 INT8 OPENVINO CPU 0.2967 0.4956 --
yolov5su_relu6_person 640x640 FP32 OPENVINO CPU 0.2991 0.4969 --
yolov5su_silu_person 640x640 INT8 N2X ORCA1 0.2904 0.4847 --
yolov5su_silu_person 640x640 INT8 TFLITE EDGETPU 0.2908 0.4852 --
yolov5su_silu_person 640x640 INT8 OPENVINO CPU 0.2912 0.4843 --
yolov5su_silu_person 640x640 FP32 OPENVINO CPU 0.2947 0.4901 --
yolov8s_relu6_person 640x640 INT8 N2X ORCA1 0.3041 0.5022 38.9
yolov8s_relu6_person 640x640 INT8 TFLITE EDGETPU 0.3039 0.5016 --
yolov8s_relu6_person 640x640 INT8 OPENVINO CPU 0.3008 0.4986 --
yolov8s_relu6_person 640x640 FP32 OPENVINO CPU 0.3025 0.4998 --
yolov8s_silu_person 640x640 INT8 N2X ORCA1 0.2981 0.4932 --
yolov8s_silu_person 640x640 INT8 TFLITE EDGETPU 0.2966 0.4921 --
yolov8s_silu_person 640x640 INT8 OPENVINO CPU 0.3061 0.5047 --
yolov8s_silu_person 640x640 FP32 OPENVINO CPU 0.3052 0.5041 --
yolov5m_relu6_person 640x640 INT8 N2X ORCA1 0.3354 0.5578 24.4
yolov5m_relu6_person 640x640 INT8 OPENVINO CPU 0.3443 0.5595 --
yolov5m_relu6_person 640x640 FP32 OPENVINO CPU 0.3451 0.5623 --