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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 441–450 of 572 papers

Title	Date	Tasks	Status	Hype
Surgical Gesture Recognition with Optical Flow only	Apr 1, 2019	Gesture RecognitionOptical Flow Estimation	—Unverified	0
Appearance-based Gesture recognition in the compressed domain	Feb 19, 2019	Computational EfficiencyGesture Recognition	—Unverified	0
Human Pose Estimation using Motion Priors and Ensemble Models	Jan 26, 2019	2D Human Pose Estimation3D Human Pose Tracking	—Unverified	0
Spatial-Temporal Attention Res-TCN for Skeleton-Based Dynamic Hand Gesture Recognition	Jan 23, 2019	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Hand Sign to Bangla Speech: A Deep Learning in Vision based system for Recognizing Hand Sign Digits and Generating Bangla Speech	Jan 17, 2019	Gesture Recognitiontext-to-speech	—Unverified	0
Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature Fusion	Jan 15, 2019	ClusteringGesture Recognition	CodeCode Available	0
Motion feature augmented network for dynamic hand gesture recognition from skeletal data	Jan 10, 2019	Gesture RecognitionHand Gesture Recognition	—Unverified	0
UAV-GESTURE: A Dataset for UAV Control and Gesture Recognition	Jan 9, 2019	Action RecognitionGesture Recognition	CodeCode Available	0
Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing	Jan 2, 2019	General ClassificationGesture Recognition	—Unverified	0
Kinect Sensor Based Gesture Recognition for Surveillance Application	Dec 22, 2018	Gesture RecognitionHand Gesture 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