Hand Detection Model Zoo

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 features models trained with the Ultralytics repository.

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