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 551–572 of 572 papers

Title	Date	Tasks	Status
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks	Jun 27, 2023	Audio ClassificationEvent-based Optical Flow	CodeCode Available
Intel RealSense Stereoscopic Depth Cameras	May 16, 2017	3D ReconstructionGesture Recognition	CodeCode Available
A Framework for Event-based Computer Vision on a Mobile Device	May 13, 2022	Face DetectionGesture Recognition	CodeCode Available
Interpreting Deep Learning Features for Myoelectric Control: A Comparison with Handcrafted Features	Nov 30, 2019	Feature EngineeringGesture Recognition	CodeCode Available
Online Recognition of Incomplete Gesture Data to Interface Collaborative Robots	Apr 13, 2023	Dimensionality ReductionGesture Recognition	CodeCode Available
Generative AI for Data Augmentation in Wireless Networks: Analysis, Applications, and Case Study	Nov 13, 2024	Data AugmentationGesture Recognition	CodeCode Available
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation	Sep 4, 2025	Edge-computingGesture Recognition	CodeCode Available
Joint Skeletal and Semantic Embedding Loss for Micro-gesture Classification	Jul 20, 2023	Action ClassificationClassification	CodeCode Available
On the Metrics and Adaptation Methods for Domain Divergences of sEMG-based Gesture Recognition	Dec 18, 2019	Domain AdaptationGesture Recognition	CodeCode Available
TENNs-PLEIADES: Building Temporal Kernels with Orthogonal Polynomials	May 20, 2024	Gesture RecognitionHand Gesture Recognition	CodeCode Available
Duo Streamers: A Streaming Gesture Recognition Framework	Feb 17, 2025	Gesture Recognition	CodeCode Available
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference	Mar 31, 2023	Gesture RecognitionScheduling	CodeCode Available
XceptionTime: A Novel Deep Architecture based on Depthwise Separable Convolutions for Hand Gesture Classification	Nov 9, 2019	Data AugmentationGeneral Classification	CodeCode Available
Open Source Dataset and Deep Learning Models for Online Digit Gesture Recognition on Touchscreens	Sep 20, 2017	Gesture RecognitionHandwriting Recognition	CodeCode Available
Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding Exploitation	May 14, 2024	Continual LearningGesture Recognition	CodeCode Available
Deep Fisher Discriminant Learning for Mobile Hand Gesture Recognition	Jul 12, 2017	Gesture RecognitionHand Gesture Recognition	CodeCode Available
Duodepth: Static Gesture Recognition Via Dual Depth Sensors	Jun 25, 2020	General ClassificationGesture Recognition	CodeCode Available
Force myography benchmark data for hand gesture recognition and transfer learning	Jul 29, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available
Learning Deep and Compact Models for Gesture Recognition	Dec 29, 2017	Gesture RecognitionKnowledge Distillation	CodeCode Available
Air Signing and Privacy-Preserving Signature Verification for Digital Documents	May 17, 2024	Fingertip DetectionGesture Recognition	CodeCode Available
Learning to recognize touch gestures: recurrent vs. convolutional features and dynamic sampling	Feb 19, 2018	Gesture Recognition	CodeCode Available
User Training with Error Augmentation for Electromyogram-based Gesture Classification	Sep 13, 2023	Gesture Recognition	CodeCode Available

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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