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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 101–110 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Human Computer Interaction Using Marker Based Hand Gesture Recognition	Jun 23, 2016	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0	5
Low-latency hand gesture recognition with a low resolution thermal imager	Apr 24, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0	5
Motion Fused Frames: Data Level Fusion Strategy for Hand Gesture Recognition	Apr 19, 2018	Action ClassificationGeneral Classification	CodeCode Available	0	5
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation	Sep 4, 2025	Edge-computingGesture Recognition	CodeCode Available	0	5
Construct Dynamic Graphs for Hand Gesture Recognition via Spatial-Temporal Attention	Jul 20, 2019	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0	5
Context-Aware Predictive Coding: A Representation Learning Framework for WiFi Sensing	Sep 20, 2024	Activity RecognitionGesture Recognition	CodeCode Available	0	5
Duo Streamers: A Streaming Gesture Recognition Framework	Feb 17, 2025	Gesture Recognition	CodeCode Available	0	5
Duodepth: Static Gesture Recognition Via Dual Depth Sensors	Jun 25, 2020	General ClassificationGesture Recognition	CodeCode Available	0	5
Attention in Convolutional LSTM for Gesture Recognition	Dec 1, 2018	Gesture Recognition	CodeCode Available	0	5
Delayed Memory Unit: Modelling Temporal Dependency Through Delay Gate	Oct 23, 2023	Computational EfficiencyGesture Recognition	CodeCode Available	0	5

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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