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.
Here is the link to DeGirum's hand detection zoo.
| Model Architecture | Input Size | Precision | Runtime | Device Type | mAP 50-95 | mAP 50 | FPS |
|---|---|---|---|---|---|---|---|
| yolov5nu_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4416 | 0.7487 | 117.3 |
| yolov5nu_relu6_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4414 | 0.7493 | -- |
| yolov5nu_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.3971 | 0.7207 | -- |
| yolov5nu_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4397 | 0.7482 | -- |
| yolov5nu_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4437 | 0.7552 | -- |
| yolov5nu_silu_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4395 | 0.7530 | -- |
| yolov5nu_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4408 | 0.7555 | -- |
| yolov5nu_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4511 | 0.7636 | -- |
| yolov8n_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4485 | 0.7561 | 108.1 |
| yolov8n_relu6_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4479 | 0.7565 | -- |
| yolov8n_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4080 | 0.7357 | -- |
| yolov8n_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4543 | 0.7638 | -- |
| yolov8n_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4438 | 0.7592 | -- |
| yolov8n_silu_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4419 | 0.7592 | -- |
| yolov8n_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4367 | 0.7593 | -- |
| yolov8n_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4526 | 0.7673 | -- |
| yolov5su_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4653 | 0.7891 | 44.0 |
| yolov5su_relu6_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4653 | 0.7898 | -- |
| yolov5su_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4215 | 0.7665 | -- |
| yolov5su_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4694 | 0.7898 | -- |
| yolov5su_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4625 | 0.7882 | -- |
| yolov5su_silu_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4626 | 0.7903 | -- |
| yolov5su_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4582 | 0.7917 | -- |
| yolov5su_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4683 | 0.7958 | -- |
| yolov8s_relu6_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4730 | 0.7960 | 38.9 |
| yolov8s_relu6_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4734 | 0.7966 | -- |
| yolov8s_relu6_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4238 | 0.7699 | -- |
| yolov8s_relu6_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4722 | 0.7956 | -- |
| yolov8s_silu_hand | 640x640 | INT8 | N2X | ORCA1 | 0.4601 | 0.7944 | -- |
| yolov8s_silu_hand | 640x640 | INT8 | TFLITE | EDGETPU | 0.4587 | 0.7937 | -- |
| yolov8s_silu_hand | 640x640 | INT8 | OPENVINO | CPU | 0.4470 | 0.7873 | -- |
| yolov8s_silu_hand | 640x640 | FP32 | OPENVINO | CPU | 0.4697 | 0.8008 | -- |