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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 311–320 of 572 papers

Title	Date	Tasks	Status	Hype
Sequence Approximation using Feedforward Spiking Neural Network for Spatiotemporal Learning: Theory and Optimization Methods	Sep 29, 2021	Gesture RecognitionImage Classification	—Unverified	0
DIVERSIFY to Generalize: Learning Generalized Representations for Time Series Classification	Sep 29, 2021	Activity RecognitionClassification	—Unverified	0
3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition	Sep 28, 2021	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Natural Typing Recognition via Surface Electromyography	Sep 22, 2021	Gesture Recognition	—Unverified	0
Dynamic Gesture Recognition	Sep 20, 2021	BIG-bench Machine LearningData Augmentation	—Unverified	0
KNN Learning Techniques for Proportional Myocontrol in Prosthetics	Sep 18, 2021	Electromyography (EMG)Gesture Recognition	—Unverified	0
Neural Network Based Lidar Gesture Recognition for Realtime Robot Teleoperation	Sep 17, 2021	Data AugmentationGesture Recognition	—Unverified	0
Integrating Sensing and Communication in Cellular Networks via NR Sidelink	Sep 15, 2021	Gesture RecognitionIntrusion Detection	—Unverified	0
Tesla-Rapture: A Lightweight Gesture Recognition System from mmWave Radar Point Clouds	Sep 14, 2021	Gesture RecognitionRaspberry Pi 4	—Unverified	0
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene	Sep 7, 2021	BenchmarkingFine-Grained Image Recognition	CodeCode Available	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