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 126–150 of 572 papers

Title	Date	Tasks	Status	Score
Learning to recognize touch gestures: recurrent vs. convolutional features and dynamic sampling	Feb 19, 2018	Gesture Recognition	CodeCode Available	5
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks	Jun 10, 2022	Event data classificationGesture Recognition	CodeCode Available	5
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference	Mar 31, 2023	Gesture RecognitionScheduling	CodeCode Available	5
Generative AI for Data Augmentation in Wireless Networks: Analysis, Applications, and Case Study	Nov 13, 2024	Data AugmentationGesture Recognition	CodeCode Available	5
A Study of Vision based Human Motion Recognition and Analysis	Aug 24, 2016	Gesture Recognition	CodeCode Available	5
Delayed Memory Unit: Modelling Temporal Dependency Through Delay Gate	Oct 23, 2023	Computational EfficiencyGesture Recognition	CodeCode Available	5
Fast and Expressive Gesture Recognition using a Combination-Homomorphic Electromyogram Encoder	Oct 30, 2023	Electromyography (EMG)Gesture Recognition	CodeCode Available	5
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene	Sep 7, 2021	BenchmarkingFine-Grained Image Recognition	CodeCode Available	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	5
Air Signing and Privacy-Preserving Signature Verification for Digital Documents	May 17, 2024	Fingertip DetectionGesture Recognition	CodeCode Available	5
Enhancing Micro Gesture Recognition for Emotion Understanding via Context-aware Visual-Text Contrastive Learning	May 3, 2024	Contrastive LearningGesture Recognition	CodeCode Available	5
Deep self-supervised learning with visualisation for automatic gesture recognition	Jun 18, 2024	Gesture RecognitionSelf-Supervised Learning	CodeCode Available	5
Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature Fusion	Jan 15, 2019	ClusteringGesture Recognition	CodeCode Available	5
Duodepth: Static Gesture Recognition Via Dual Depth Sensors	Jun 25, 2020	General ClassificationGesture Recognition	CodeCode Available	5
Force myography benchmark data for hand gesture recognition and transfer learning	Jul 29, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	5
Deep Learning for Hand Gesture Recognition on Skeletal Data	May 15, 2018	3D Shape Classification3D Shape Retrieval	CodeCode Available	5
Deep Learning for Electromyographic Hand Gesture Signal Classification Using Transfer Learning	Jan 10, 2018	Deep LearningEMG Gesture Recognition	CodeCode Available	5
Duo Streamers: A Streaming Gesture Recognition Framework	Feb 17, 2025	Gesture Recognition	CodeCode Available	5
GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents	Oct 19, 2023	Common Sense ReasoningForm	CodeCode Available	5
Low-latency hand gesture recognition with a low resolution thermal imager	Apr 24, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	5
Recognizing Surgical Activities with Recurrent Neural Networks	Jun 20, 2016	Gesture Recognition	CodeCode Available	5
Artificial Neural Networks for Sensor Data Classification on Small Embedded Systems	Dec 15, 2020	General ClassificationGesture Recognition	—Unverified	0
Deep Attention Network for Enhanced Hand Gesture Recognition System	Apr 15, 2023	Deep AttentionGesture Recognition	—Unverified	0
A Real-time Hand Gesture Recognition and Human-Computer Interaction System	Apr 24, 2017	Gesture RecognitionHand Detection	—Unverified	0
AirDraw: Leveraging Smart Watch Motion Sensors for Mobile Human Computer Interactions	May 7, 2017	Gesture Recognition	—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