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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 281–290 of 572 papers

Title	Date	Tasks	Status	Hype
Surgical Gesture Recognition with Optical Flow only	Apr 1, 2019	Gesture RecognitionOptical Flow Estimation	—Unverified	0
Survey on Hand Gesture Recognition from Visual Input	Jan 21, 2025	Computational EfficiencyGesture Recognition	—Unverified	0
Survey on Various Gesture Recognition Techniques for Interfacing Machines Based on Ambient Intelligence	Dec 1, 2010	Contour DetectionGesture Recognition	—Unverified	0
Synthetic Video Generation for Robust Hand Gesture Recognition in Augmented Reality Applications	Nov 4, 2019	BenchmarkingGesture Recognition	—Unverified	0
Dynamic Gesture Recognition by Using CNNs and Star RGB: a Temporal Information Condensation	Apr 10, 2019	Gesture Recognition	—Unverified	0
Teaching Arm and Head Gestures to a Humanoid Robot through Interactive Demonstration and Spoken Instruction	Jun 1, 2021	Gesture Recognition	—Unverified	0
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification	Jul 25, 2021	Audio ClassificationClassification	—Unverified	0
Tesla-Rapture: A Lightweight Gesture Recognition System from mmWave Radar Point Clouds	Sep 14, 2021	Gesture RecognitionRaspberry Pi 4	—Unverified	0
The Gesture Authoring Space: Authoring Customised Hand Gestures for Grasping Virtual Objects in Immersive Virtual Environments	Jul 3, 2022	Gesture RecognitionMixed Reality	—Unverified	0
The Herme Database of Spontaneous Multimodal Human-Robot Dialogues	May 1, 2012	Gesture RecognitionSpeech 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