Person Detection
Dataset
| Dataset Name | Training Images | Validation Images | Class Labels | License |
|---|---|---|---|---|
| Open Images Dataset | 20,000 1 | 7,144 | 0: Person | 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 person detection model zoo consists of a variety of models gathered and trained using ultralytics repository.
Here is the link to DeGirum's person detection zoo.
| 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 | -- |