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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 391–400 of 572 papers

Title	Date	Tasks	Status	Hype
Unique Class Group Based Multi-Label Balancing Optimizer for Action Unit Detection	Mar 5, 2020	Action Unit DetectionGesture Recognition	—Unverified	0
FineHand: Learning Hand Shapes for American Sign Language Recognition	Mar 4, 2020	Gesture RecognitionSign Language Recognition	—Unverified	0
Facial Expression Phoenix (FePh): An Annotated Sequenced Dataset for Facial and Emotion-Specified Expressions in Sign Language	Mar 3, 2020	Gesture RecognitionSign Language Recognition	—Unverified	0
ProxEmo: Gait-based Emotion Learning and Multi-view Proxemic Fusion for Socially-Aware Robot Navigation	Mar 2, 2020	Emotion ClassificationEmotion Recognition	CodeCode Available	1
Gesture recognition with 60GHz 802.11 waveforms	Feb 25, 2020	Gesture Recognition	—Unverified	0
Automatic Gesture Recognition in Robot-assisted Surgery with Reinforcement Learning and Tree Search	Feb 20, 2020	Action SegmentationGesture Recognition	—Unverified	0
A Probabilistic Modeling Approach to One-Shot Gesture Recognition	Feb 17, 2020	Gesture Recognition	—Unverified	0
Recognizing Families In the Wild: White Paper for the 4th Edition Data Challenge	Feb 15, 2020	Gesture RecognitionKinship Verification	CodeCode Available	1
Emotion Recognition for In-the-wild Videos	Feb 13, 2020	Emotion RecognitionGeneral Classification	—Unverified	0
Multi-Label Class Balancing Algorithm for Action Unit Detection	Feb 8, 2020	Action Unit DetectionGesture 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