Hand Detection

DeGirum's hand detection model zoo consists of a variety of models gathered and trained using ultralytics repository.
The training and validation datasets are obtained from the Open Images Dataset.
The hand detection training dataset is composed of 22,093 images, with the validation dataset containing 2,056 images.
Here is the link to DeGirum's hand detection zoo.

License Claim on Datasets:
The annotations are licensed by Google LLC under CC BY 4.0 license. The images are listed as having a CC BY 2.0 license.

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 --