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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 401–410 of 572 papers

Title	Date	Tasks	Status	Hype
M^3T: Multi-Modal Continuous Valence-Arousal Estimation in the Wild	Feb 7, 2020	Arousal EstimationGesture Recognition	CodeCode Available	1
Analysing Affective Behavior in the First ABAW 2020 Competition	Jan 30, 2020	Action Unit DetectionArousal Estimation	—Unverified	0
LE-HGR: A Lightweight and Efficient RGB-based Online Gesture Recognition Network for Embedded AR Devices	Jan 16, 2020	3D Part SegmentationGesture Recognition	—Unverified	0
Towards Generalizable Surgical Activity Recognition Using Spatial Temporal Graph Convolutional Networks	Jan 11, 2020	Activity RecognitionGesture Recognition	—Unverified	0
Res3ATN -- Deep 3D Residual Attention Network for Hand Gesture Recognition in Videos	Jan 4, 2020	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Short-Term Temporal Convolutional Networks for Dynamic Hand Gesture Recognition	Dec 31, 2019	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Unsupervised Domain Adversarial Self-Calibration for Electromyographic-based Gesture Recognition	Dec 21, 2019	Gesture Recognition	—Unverified	0
On the Metrics and Adaptation Methods for Domain Divergences of sEMG-based Gesture Recognition	Dec 18, 2019	Domain AdaptationGesture Recognition	CodeCode Available	0
A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture Recognition	Dec 16, 2019	EMG Gesture RecognitionGesture Recognition	CodeCode Available	0
Interpreting Deep Learning Features for Myoelectric Control: A Comparison with Handcrafted Features	Nov 30, 2019	Feature EngineeringGesture 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