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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 151–160 of 572 papers

Title	Date	Tasks	Status	Hype
It's all about you: Personalized in-Vehicle Gesture Recognition with a Time-of-Flight Camera	Oct 2, 2023	AllData Augmentation	—Unverified	0
EMGTFNet: Fuzzy Vision Transformer to decode Upperlimb sEMG signals for Hand Gestures Recognition	Sep 23, 2023	Data AugmentationGesture Recognition	—Unverified	0
A Deep Learning Sequential Decoder for Transient High-Density Electromyography in Hand Gesture Recognition Using Subject-Embedded Transfer Learning	Sep 23, 2023	DecoderGesture Recognition	—Unverified	0
Hand Gesture Recognition with Two Stage Approach Using Transfer Learning and Deep Ensemble Learning	Sep 20, 2023	Ensemble LearningGesture Recognition	—Unverified	0
Dynamic Hand Gesture-Featured Human Motor Adaptation in Tool Delivery using Voice Recognition	Sep 20, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
On-device Real-time Custom Hand Gesture Recognition	Sep 19, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
A Multi-label Classification Approach to Increase Expressivity of EMG-based Gesture Recognition	Sep 13, 2023	Gesture RecognitionMulti-Label Classification	—Unverified	0
User Training with Error Augmentation for Electromyogram-based Gesture Classification	Sep 13, 2023	Gesture Recognition	CodeCode Available	0
SynthoGestures: A Novel Framework for Synthetic Dynamic Hand Gesture Generation for Driving Scenarios	Sep 8, 2023	Gesture GenerationGesture Recognition	CodeCode Available	0
Multi-stage Factorized Spatio-Temporal Representation for RGB-D Action and Gesture Recognition	Aug 23, 2023	Gesture RecognitionScene Understanding	CodeCode Available	1

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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