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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 181–190 of 572 papers

Title	Date	Tasks	Status	Hype
Towards Open-World Gesture Recognition	Jan 20, 2024	Continual LearningGesture Recognition	—Unverified	0
Boosting Gesture Recognition with an Automatic Gesture Annotation Framework	Jan 20, 2024	Gesture Recognition	—Unverified	0
Resource-Efficient Gesture Recognition using Low-Resolution Thermal Camera via Spiking Neural Networks and Sparse Segmentation	Jan 12, 2024	Gesture RecognitionHand Gesture Recognition	—Unverified	0
A multimodal gesture recognition dataset for desktop human-computer interaction	Jan 8, 2024	DiversityGesture Recognition	—Unverified	0
Tackling Electrode Shift In Gesture Recognition with HD-EMG Electrode Subsets	Jan 5, 2024	Gesture Recognition	—Unverified	0
ICI-Free Channel Estimation and Wireless Gesture Recognition Based on Cellular Signals	Jan 4, 2024	Gesture Recognition	—Unverified	0
EMG subspace alignment and visualization for cross-subject hand gesture classification	Dec 18, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Language Modeling on a SpiNNaker 2 Neuromorphic Chip	Dec 14, 2023	Gesture RecognitionLanguage Modeling	—Unverified	0
Interpretable Underwater Diver Gesture Recognition	Dec 8, 2023	Gesture Recognition	—Unverified	0
Physical-Layer Semantic-Aware Network for Zero-Shot Wireless Sensing	Dec 8, 2023	Gesture RecognitionZero-Shot Learning	—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