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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
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
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
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

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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