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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 31–40 of 572 papers

Title	Date	Tasks	Status	Hype
Efficient recurrent architectures through activity sparsity and sparse back-propagation through time	Jun 13, 2022	Gesture RecognitionLanguage Modeling	CodeCode Available	1
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition	Apr 25, 2022	Autonomous VehiclesGesture Recognition	CodeCode Available	1
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological Pretraining	Apr 20, 2022	EEGElectroencephalogram (EEG)	CodeCode Available	1
Event Transformer. A sparse-aware solution for efficient event data processing	Apr 7, 2022	CPUGesture Recognition	CodeCode Available	1
DirecFormer: A Directed Attention in Transformer Approach to Robust Action Recognition	Mar 19, 2022	Action ClassificationAction Recognition	CodeCode Available	1
ViT-HGR: Vision Transformer-based Hand Gesture Recognition from High Density Surface EMG Signals	Jan 25, 2022	Data AugmentationGesture Recognition	CodeCode Available	1
Fusing Posture and Position Representations for Point Cloud-Based Hand Gesture Recognition	Jan 6, 2022	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
LD-ConGR: A Large RGB-D Video Dataset for Long-Distance Continuous Gesture Recognition	Jan 1, 2022	Gesture RecognitionSign Language Recognition	CodeCode Available	1
WiFi-based Multi-task Sensing	Nov 26, 2021	Gesture RecognitionIndoor Localization	CodeCode Available	1
Towards Domain-Independent and Real-Time Gesture Recognition Using mmWave Signal	Nov 11, 2021	Data AugmentationGesture Recognition	CodeCode Available	1

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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