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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 61–70 of 572 papers

Title	Date	Tasks	Status	Hype	Score
KNN-MMD: Cross Domain Wireless Sensing via Local Distribution Alignment	Dec 6, 2024	Action ClassificationAction Classification (1-shot)	CodeCode Available	1	5
Online Training Through Time for Spiking Neural Networks	Oct 9, 2022	Event data classificationGesture Recognition	CodeCode Available	1	5
Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNN	Jun 21, 2024	Action RecognitionGesture Recognition	CodeCode Available	1	5
Signals to Spikes for Neuromorphic Regulated Reservoir Computing and EMG Hand Gesture Recognition	Jun 9, 2021	BenchmarkingEMG Gesture Recognition	CodeCode Available	1	5
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip Detection	Jan 6, 2021	Fingertip DetectionGesture Recognition	CodeCode Available	1	5
Gesture Recognition in RGB Videos UsingHuman Body Keypoints and Dynamic Time Warping	Jun 25, 2019	Dynamic Time WarpingGeneral Classification	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
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference	Mar 31, 2023	Gesture RecognitionScheduling	CodeCode Available	0	5
Force myography benchmark data for hand gesture recognition and transfer learning	Jul 29, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0	5
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene	Sep 7, 2021	BenchmarkingFine-Grained Image 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