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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 341–350 of 572 papers

Title	Date	Tasks	Status	Hype
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment	Mar 6, 2021	Domain AdaptationGesture Recognition	—Unverified	0
Understanding WiFi Signal Frequency Features for Position-Independent Gesture Sensing	Mar 2, 2021	Gesture RecognitionPosition	—Unverified	0
Fast Monocular Hand Pose Estimation on Embedded Systems	Feb 14, 2021	DecoderGesture Recognition	—Unverified	0
A 5 μW Standard Cell Memory-based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing	Feb 4, 2021	EMG Gesture RecognitionFault Detection	—Unverified	0
Gesture Recognition in Robotic Surgery: a Review	Jan 29, 2021	Activity RecognitionArticles	—Unverified	0
A Two-stream Neural Network for Pose-based Hand Gesture Recognition	Jan 22, 2021	Action RecognitionGesture Recognition	—Unverified	0
Regional Attention Network (RAN) for Head Pose and Fine-grained Gesture Recognition	Jan 17, 2021	Facial Expression RecognitionFacial Expression Recognition (FER)	—Unverified	0
A novel shape matching descriptor for real-time hand gesture recognition	Jan 11, 2021	BIG-bench Machine LearningComputational Efficiency	—Unverified	0
Control of Computer Pointer Using Hand Gesture Recognition in Motion Pictures	Dec 24, 2020	Gesture RecognitionHand Detection	—Unverified	0
Continuous Gesture Recognition from sEMG Sensor Data with Recurrent Neural Networks and Adversarial Domain Adaptation	Dec 16, 2020	Domain AdaptationGesture 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