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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 171–180 of 572 papers

Title	Date	Tasks	Status	Hype
Transfer: Cross Modality Knowledge Transfer using Adversarial Networks -- A Study on Gesture Recognition	Jun 26, 2023	Gesture RecognitionTransfer Learning	—Unverified	0
sEMG-based Hand Gesture Recognition with Deep Learning	Jun 19, 2023	Deep LearningGesture Recognition	—Unverified	0
CaptAinGlove: Capacitive and Inertial Fusion-Based Glove for Real-Time on Edge Hand Gesture Recognition for Drone Control	Jun 7, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Contrastive Predictive Autoencoders for Dynamic Point Cloud Self-Supervised Learning	May 22, 2023	Action RecognitionColorization	—Unverified	0
Surface EMG-Based Inter-Session/Inter-Subject Gesture Recognition by Leveraging Lightweight All-ConvNet and Transfer Learning	May 13, 2023	AllDomain Adaptation	—Unverified	0
Cross-Language Transfer Learning using Visual Information for Automatic Sign Gesture Recognition	May 12, 2023	Gesture RecognitionSign Language Recognition	—Unverified	0
Agile gesture recognition for capacitive sensing devices: adapting on-the-job	May 12, 2023	Dimensionality ReductionGesture Recognition	—Unverified	0
Mediapipe and CNNs for Real-Time ASL Gesture Recognition	May 9, 2023	Gesture RecognitionSign Language Recognition	—Unverified	0
Online Gesture Recognition using Transformer and Natural Language Processing	May 5, 2023	DecoderGesture Recognition	—Unverified	0
Improved Static Hand Gesture Classification on Deep Convolutional Neural Networks using Novel Sterile Training Technique	May 3, 2023	ClassificationGesture 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