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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 41–50 of 572 papers

Title	Date	Tasks	Status	Hype
The 5th Recognizing Families in the Wild Data Challenge: Predicting Kinship from Faces	Oct 31, 2021	Gesture RecognitionKinship Verification	CodeCode Available	1
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture Recognition	Aug 5, 2021	Gesture Recognition	CodeCode Available	1
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition System	Jul 6, 2021	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
Signals to Spikes for Neuromorphic Regulated Reservoir Computing and EMG Hand Gesture Recognition	Jun 9, 2021	BenchmarkingEMG Gesture Recognition	CodeCode Available	1
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture Recognition	Feb 10, 2021	Gesture RecognitionNeural Architecture Search	CodeCode Available	1
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip Detection	Jan 6, 2021	Fingertip DetectionGesture Recognition	CodeCode Available	1
Searching Multi-Rate and Multi-Modal Temporal Enhanced Networks for Gesture Recognition	Aug 21, 2020	Gesture RecognitionNeural Architecture Search	CodeCode Available	1
Weight Excitation: Built-in Attention Mechanisms in Convolutional Neural Networks	Aug 1, 2020	3D Action Recognition3D Classification	CodeCode Available	1
Traffic Control Gesture Recognition for Autonomous Vehicles	Jul 31, 2020	Autonomous DrivingAutonomous Vehicles	CodeCode Available	1
ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor data	Jul 24, 2020	Activity RecognitionChange Point Detection	CodeCode Available	1

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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