Diverse_hand_gesture_dataset

This dataset contains 8 hand gestures that can be used in daily communication.

In the following table, there is some detail information about this dataset.

-	Number of men	Number of women	Age Range Women	Age Range men	Total images
Train set	22	15	18-30	22-45	6400
Test set	6	6	23-28	23-35	1590

In the following table, interduced some SOTA that have bad results on this dataset.

state of the art Title	year	task	links	public
SimplePose	AAAI 2020	Pose Estimation	https://github.com/hellojialee/Improved-Body-Parts https://arxiv.org/abs/1911.10529	yes
Convolutional Pose Machines	CVPR 2016	Hand and body Pose Estimation	https://github.com/timctho/convolutional-pose-machines-tensorflow https://arxiv.org/abs/1602.00134	yes
HandOccNet	CVPR 2022	3D Mesh Estimation	https://github.com/namepllet/HandOccNet https://arxiv.org/abs/2203.14564	yes
HandTailor	BMVC 2021	3D Hand Recovery	https://github.com/LyuJ1998/HandTailor https://arxiv.org/abs/2102.09244	yes
MeshTransformer	CVPR 2021	Hand pose and mesh reconstruction	https://github.com/microsoft/MeshTransformer https://arxiv.org/abs/2012.09760	yes
NSRMhand	WACV 2020	2D hand pose estimation	https://github.com/HowieMa/NSRMhand https://arxiv.org/pdf/2001.08869.pdf	yes
Obman	CVPR 2019	Joint Reconstruction of Hands and Manipulated Objects	https://github.com/hassony2/obman_train https://arxiv.org/abs/1904.05767 https://hassony2.github.io/obman	yes
Openpose	IEEE TRANSACTIONS 2018	Hand and body pose estimation	https://cmu-perceptual-computing-lab.github.io/openpose/web/html/doc/md_doc_installation_0_index.html https://arxiv.org/abs/1812.08008	yes

Demo

hand gesture demo

Download Links

hand gesture dataset

Contact:

Email: smohammadi7175@gmail.com

Citation

@article{mohammadi2023diverse,
  title={Diverse hand gesture recognition dataset},
  author={Mohammadi, Zahra and Akhavanpour, Alireza and Rastgoo, Razieh and Sabokrou, Mohammad},
  journal={Multimedia Tools and Applications},
  pages={1--23},
  year={2023},
  publisher={Springer}
}