SOTAVerified|Agents Browse Leaderboard About

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 511–520 of 572 papers

Title	Date	Tasks	Status	Hype
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks	Jun 10, 2022	Event data classificationGesture Recognition	CodeCode Available	0
You Can Wash Hands Better: Accurate Daily Handwashing Assessment with a Smartwatch	Dec 9, 2021	Action SegmentationGesture Recognition	CodeCode Available	0
Cloud Dictionary: Sparse Coding and Modeling for Point Clouds	Dec 15, 2016	Autonomous DrivingDenoising	CodeCode Available	0
Temporal Binary Representation for Event-Based Action Recognition	Oct 18, 2020	Action RecognitionGesture Recognition	CodeCode Available	0
Beyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture Recognition in Video	Jun 5, 2015	Gesture RecognitionImage Captioning	CodeCode Available	0
Motion Fused Frames: Data Level Fusion Strategy for Hand Gesture Recognition	Apr 19, 2018	Action ClassificationGeneral Classification	CodeCode Available	0
Deep self-supervised learning with visualisation for automatic gesture recognition	Jun 18, 2024	Gesture RecognitionSelf-Supervised Learning	CodeCode Available	0
A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture Recognition	Dec 16, 2019	EMG Gesture RecognitionGesture Recognition	CodeCode Available	0
A Generic Multi-modal Dynamic Gesture Recognition System using Machine Learning	Sep 16, 2018	BIG-bench Machine LearningGesture Recognition	CodeCode Available	0
Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer Module	Nov 17, 2018	Computational EfficiencyGeneral Classification	CodeCode Available	0

Show:10 25 50

← PrevPage 52 of 58Next →

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