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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 201–210 of 572 papers

Title	Date	Tasks	Status	Hype
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic Data	Feb 13, 2023	Event-based visionGesture Recognition	CodeCode Available	0
The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks	Feb 8, 2023	Gesture RecognitionQuantization	CodeCode Available	1
Identity masking effectiveness and gesture recognition: Effects of eye enhancement in seeing through the mask	Jan 20, 2023	Gesture Recognition	—Unverified	0
Hand Gesture Recognition through Reflected Infrared Light Wave Signals	Jan 14, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Data-Free Class-Incremental Hand Gesture Recognition	Jan 1, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1
Learning Robust Representations with Information Bottleneck and Memory Network for RGB-D-based Gesture Recognition	Jan 1, 2023	Gesture Recognition	—Unverified	0
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models	Dec 16, 2022	Few-Shot LearningGesture Recognition	CodeCode Available	1
Recognition and Prediction of Surgical Gestures and Trajectories Using Transformer Models in Robot-Assisted Surgery	Dec 3, 2022	Activity RecognitionGesture Recognition	—Unverified	0
Transformer-based Hand Gesture Recognition via High-Density EMG Signals: From Instantaneous Recognition to Fusion of Motor Unit Spike Trains	Nov 29, 2022	blind source separationGesture Recognition	CodeCode Available	1
Hand gesture recognition using 802.11ad mmWave sensor in the mobile device	Nov 14, 2022	Data AugmentationGesture Recognition	—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