Hand Detection
Dataset
| Dataset Name | Training Images | Validation Images | Class Labels | License |
|---|---|---|---|---|
| Open Images Dataset | 22,093 | 2,056 | 0: Human hand | Annotations under CC BY 4.0 Images under CC BY 2.0 |
Model Zoo
DeGirum's hand 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_hand | 640x640 | INT8 | N2X | ORCA1 | 0.3677 | 0.7046 | 147.2 |
| yolov5n_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.374 | 0.7069 | -- |
| yolov5n_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.3749 | 0.7072 | -- |
| yolov5nu_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4386 | 0.7491 | 112.0 |
| yolov5nu_relu6_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4379 | 0.7471 | -- |
| yolov5nu_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4298 | 0.7462 | -- |
| yolov5nu_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4385 | 0.7483 | -- |
| yolov5nu_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4401 | 0.7549 | -- |
| yolov5nu_silu_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4454 | 0.7618 | -- |
| yolov5nu_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4465 | 0.7626 | -- |
| yolov5nu_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4515 | 0.7633 | -- |
| yolov8n_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4426 | 0.7588 | 104.8 |
| yolov8n_relu6_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4501 | 0.762 | -- |
| yolov8n_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4522 | 0.765 | -- |
| yolov8n_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4536 | 0.7649 | -- |
| yolov8n_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4402 | 0.7587 | -- |
| yolov8n_silu_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4465 | 0.7645 | -- |
| yolov8n_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4481 | 0.766 | -- |
| yolov8n_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4525 | 0.7672 | -- |
| yolov5s_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.3865 | 0.7385 | 75.8 |
| yolov5s_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.3939 | 0.7453 | -- |
| yolov5s_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.3966 | 0.7476 | -- |
| yolov5su_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4644 | 0.7898 | 49.0 |
| yolov5su_relu6_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4653 | 0.7904 | -- |
| yolov5su_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4638 | 0.7901 | -- |
| yolov5su_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4673 | 0.7904 | -- |
| yolov5su_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4606 | 0.7899 | -- |
| yolov5su_silu_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4672 | 0.7972 | -- |
| yolov5su_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4613 | 0.795 | -- |
| yolov5su_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4675 | 0.7955 | -- |
| yolov8s_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.466 | 0.7968 | 41.6 |
| yolov8s_relu6_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4647 | 0.7963 | -- |
| yolov8s_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4708 | 0.7968 | -- |
| yolov8s_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4712 | 0.7973 | -- |
| yolov8s_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4511 | 0.7905 | -- |
| yolov8s_silu_hand | 640x640 | INT8 | RKNN | RK3588 | 0.4615 | 0.7962 | -- |
| yolov8s_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4602 | 0.7969 | -- |
| yolov8s_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4681 | 0.7996 | -- |
| yolov5m_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4048 | 0.7506 | 25.1 |
| yolov5m_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.411 | 0.7532 | -- |
| yolov5m_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4179 | 0.7566 | -- |