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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 371–380 of 572 papers

Title	Date	Tasks	Status	Hype
Online Few-shot Gesture Learning on a Neuromorphic Processor	Aug 3, 2020	Few-Shot LearningGesture Recognition	—Unverified	0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis	Aug 1, 2020	3D Hand Pose EstimationGesture Recognition	—Unverified	0
Towards Efficient Coarse-to-Fine Networks for Action and Gesture Recognition	Aug 1, 2020	3D Action RecognitionAction Classification	—Unverified	0
Force myography benchmark data for hand gesture recognition and transfer learning	Jul 29, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0
Sensor-Based Continuous Hand Gesture Recognition by Long Short-Term Memory	Jul 22, 2020	Gesture RecognitionHand Gesture Recognition	—Unverified	0
CNN+RNN Depth and Skeleton based Dynamic Hand Gesture Recognition	Jul 22, 2020	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Two-stream Fusion Model for Dynamic Hand Gesture Recognition using 3D-CNN and 2D-CNN Optical Flow guided Motion Template	Jul 17, 2020	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Gesture Recognition using Reflected Visible and Infrared Light Wave Signals	Jul 16, 2020	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Symmetric Dilated Convolution for Surgical Gesture Recognition	Jul 13, 2020	Gesture RecognitionSurgical Gesture Recognition	CodeCode Available	0
Exploiting the Logits: Joint Sign Language Recognition and Spell-Correction	Jul 1, 2020	Gesture RecognitionSign Language 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