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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 51–60 of 572 papers

Title	Date	Tasks	Status	Hype
Gesture Recognition for Initiating Human-to-Robot Handovers	Jul 20, 2020	Binary ClassificationGeneral Classification	CodeCode Available	1
Survey on the Analysis and Modeling of Visual Kinship: A Decade in the Making	Jun 29, 2020	Gesture RecognitionSurvey	CodeCode Available	1
sEMG Gesture Recognition with a Simple Model of Attention	Jun 5, 2020	Electromyography (EMG)EMG Gesture Recognition	CodeCode Available	1
An Efficient PointLSTM for Point Clouds Based Gesture Recognition	Jun 1, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor	May 16, 2020	Gesture Recognitionimage-classification	CodeCode Available	1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences	May 2, 2020	FairnessGesture Recognition	CodeCode Available	1
IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture Recognition	Apr 20, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture Recognition	Apr 20, 2020	Gesture RecognitionLifelong learning	CodeCode Available	1
ProxEmo: Gait-based Emotion Learning and Multi-view Proxemic Fusion for Socially-Aware Robot Navigation	Mar 2, 2020	Emotion ClassificationEmotion Recognition	CodeCode Available	1
Recognizing Families In the Wild: White Paper for the 4th Edition Data Challenge	Feb 15, 2020	Gesture RecognitionKinship Verification	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