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.
• 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_person | 640x640 | INT8 | N2X | ORCA1 | 0.2598 | 0.4707 | 147.9 |
| yolov5n_relu6_person | 640x640 | INT8 | OPENVINO | CPU | 0.2662 | 0.4755 | -- |
| yolov5n_relu6_person | 640x640 | FP32 | OPENVINO | CPU | 0.2674 | 0.477 | -- |
| yolov5nu_relu6_person | 640x640 | INT8 | N2X | ORCA1 | 0.2632 | 0.448 | 113.0 |
| yolov5nu_relu6_person | 640x640 | INT8 | RKNN | RK3588 | 0.2652 | 0.4522 | -- |
| yolov5nu_relu6_person | 640x640 | INT8 | OPENVINO | CPU | 0.2637 | 0.4473 | -- |
| yolov5nu_relu6_person | 640x640 | FP32 | OPENVINO | CPU | 0.2658 | 0.4519 | -- |
| yolov8n_relu6_person | 640x640 | INT8 | N2X | ORCA1 | 0.2795 | 0.4671 | 104.8 |
| yolov8n_relu6_person | 640x640 | INT8 | RKNN | RK3588 | 0.2797 | 0.4687 | -- |
| yolov8n_relu6_person | 640x640 | INT8 | OPENVINO | CPU | 0.2799 | 0.4667 | -- |
| yolov8n_relu6_person | 640x640 | FP32 | OPENVINO | CPU | 0.2817 | 0.4701 | -- |
| yolov5s_relu6_person | 640x640 | INT8 | N2X | ORCA1 | 0.309 | 0.5309 | 76.3 |
| yolov5s_relu6_person | 640x640 | INT8 | OPENVINO | CPU | 0.3169 | 0.5351 | -- |
| yolov5s_relu6_person | 640x640 | FP32 | OPENVINO | CPU | 0.3177 | 0.5361 | -- |
| yolov5su_relu6_person | 640x640 | INT8 | N2X | ORCA1 | 0.2987 | 0.4952 | 48.9 |
| yolov5su_relu6_person | 640x640 | INT8 | RKNN | RK3588 | 0.2995 | 0.4965 | -- |
| yolov5su_relu6_person | 640x640 | INT8 | OPENVINO | CPU | 0.2973 | 0.4954 | -- |
| yolov5su_relu6_person | 640x640 | FP32 | OPENVINO | CPU | 0.2995 | 0.497 | -- |
| yolov8s_relu6_person | 640x640 | INT8 | N2X | ORCA1 | 0.3009 | 0.4998 | 41.6 |
| yolov8s_relu6_person | 640x640 | INT8 | RKNN | RK3588 | 0.3005 | 0.4999 | -- |
| yolov8s_relu6_person | 640x640 | INT8 | OPENVINO | CPU | 0.301 | 0.4982 | -- |
| yolov8s_relu6_person | 640x640 | FP32 | OPENVINO | CPU | 0.3025 | 0.5005 | -- |
| yolov5m_relu6_person | 640x640 | INT8 | N2X | ORCA1 | 0.3355 | 0.5586 | 25.0 |
| yolov5m_relu6_person | 640x640 | INT8 | OPENVINO | CPU | 0.3455 | 0.5612 | -- |
| yolov5m_relu6_person | 640x640 | FP32 | OPENVINO | CPU | 0.3457 | 0.5623 | -- |