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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 41–50 of 572 papers

Title	Date	Tasks	Status	Hype
EgoHand: Ego-centric Hand Pose Estimation and Gesture Recognition with Head-mounted Millimeter-wave Radar and IMUs	Jan 23, 2025	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
Efficient recurrent architectures through activity sparsity and sparse back-propagation through time	Jun 13, 2022	Gesture RecognitionLanguage Modeling	CodeCode Available	1
An Efficient PointLSTM for Point Clouds Based Gesture Recognition	Jun 1, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor	May 16, 2020	Gesture Recognitionimage-classification	CodeCode Available	1
Fine-tuning of sign language recognition models: a technical report	Feb 15, 2023	Gesture RecognitionGPU	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
CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture Recognition	Apr 20, 2020	Gesture RecognitionLifelong learning	CodeCode Available	1
IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture Recognition	Apr 20, 2020	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
DirecFormer: A Directed Attention in Transformer Approach to Robust Action Recognition	Mar 19, 2022	Action ClassificationAction 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