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Gesture Recognition

Gesture Recognition is an active field of research with applications such as automatic recognition of sign language, interaction of humans and robots or for new ways of controlling video games.

Source: Gesture Recognition in RGB Videos Using Human Body Keypoints and Dynamic Time Warping

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–310 of 572 papers

Title	Date	Tasks	Status	Hype
You Can Wash Hands Better: Accurate Daily Handwashing Assessment with a Smartwatch	Dec 9, 2021	Action SegmentationGesture Recognition	CodeCode Available	0
Gesture Recognition with a Skeleton-Based Keyframe Selection Module	Dec 3, 2021	Gesture Recognition	—Unverified	0
Unsupervised Domain Adaptation for RF-based Gesture Recognition	Nov 20, 2021	Data AugmentationDomain Adaptation	—Unverified	0
Dynamic Iterative Refinement for Efficient 3D Hand Pose Estimation	Nov 11, 2021	3D Hand Pose EstimationGesture Recognition	—Unverified	0
Multi-Task and Multi-Modal Learning for RGB Dynamic Gesture Recognition	Oct 29, 2021	DecoderGesture Recognition	—Unverified	0
On-device Real-time Hand Gesture Recognition	Oct 29, 2021	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Hand Gesture Recognition Using Temporal Convolutions and Attention Mechanism	Oct 17, 2021	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Real-time, low-cost multi-person 3D pose estimation	Oct 11, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
A manifold learning approach for gesture recognition from micro-Doppler radar measurements	Oct 4, 2021	Gesture Recognition	—Unverified	0
Encoding Event-Based Gesture Data With a Hybrid SNN Guided Variational Auto-encoder	Sep 29, 2021	Gesture RecognitionSelf-Supervised Learning	—Unverified	0

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All datasets DVS128 Gesture CapgMyo DB-a CapgMyo DB-b CapgMyo DB-c ChaLearn 2013 Chalearn 2014 ChaLearn 2016 GesturePod Montalbano MSRC-12 Ninapro DB-1 12 gestures Ninapro DB-1 8 gestures

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TENNs-PLEIADES	Accuracy (%)	100	—	Unverified
2	mMND (BPTT)	Accuracy (%)	98	—	Unverified
3	EGRU	Accuracy (%)	97.8	—	Unverified
4	AlexNet+LSTM	Accuracy (%)	97.73	—	Unverified
5	S-TLLR	Accuracy (%)	97.72	—	Unverified
6	Event-SSM	Accuracy (%)	97.7	—	Unverified
7	STL-SNN	Accuracy (%)	97.22	—	Unverified
8	OTTT	Accuracy (%)	96.88	—	Unverified
9	STS-ResNet	Accuracy (%)	96.7	—	Unverified
10	mMND (STDP)	Accuracy (%)	96.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	97.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	97.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	96.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3S Net TTM	Accuracy	92.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3D-CNN + LSTM	Accuracy	93.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3S Net TTM	Accuracy	39.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GesturePod	Real World Accuracy	92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Temp Conv + LSTM	Error rate	2.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3S Net TTM	Accuracy	99.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	84.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	90.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PointLSTM	14 gestures accuracy	95.9	—	Unverified