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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 111–120 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene	Sep 7, 2021	BenchmarkingFine-Grained Image Recognition	CodeCode Available	0	5
GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents	Oct 19, 2023	Common Sense ReasoningForm	CodeCode Available	0	5
Interpreting Deep Learning Features for Myoelectric Control: A Comparison with Handcrafted Features	Nov 30, 2019	Feature EngineeringGesture Recognition	CodeCode Available	0	5
Enhancing Micro Gesture Recognition for Emotion Understanding via Context-aware Visual-Text Contrastive Learning	May 3, 2024	Contrastive LearningGesture Recognition	CodeCode Available	0	5
Duodepth: Static Gesture Recognition Via Dual Depth Sensors	Jun 25, 2020	General ClassificationGesture Recognition	CodeCode Available	0	5
Duo Streamers: A Streaming Gesture Recognition Framework	Feb 17, 2025	Gesture Recognition	CodeCode Available	0	5
SGED: A Benchmark dataset for Performance Evaluation of Spiking Gesture Emotion Recognition	Apr 28, 2023	Emotion RecognitionGesture Recognition	CodeCode Available	0	5
Attention in Convolutional LSTM for Gesture Recognition	Dec 1, 2018	Gesture Recognition	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
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks	Jun 10, 2022	Event data classificationGesture 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