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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 241–250 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild	Mar 14, 2018	3D Face Reconstruction3D Reconstruction	—Unverified	0	0
Gesture Recognition with Keypoint and Radar Stream Fusion for Automated Vehicles	Feb 20, 2023	Autonomous VehiclesGesture Recognition	—Unverified	0	0
Gesture Recognition with mmWave Wi-Fi Access Points: Lessons Learned	Jun 29, 2023	Gesture RecognitionPose Estimation	—Unverified	0	0
Encoding Event-Based Data With a Hybrid SNN Guided Variational Auto-encoder in Neuromorphic Hardware	Mar 31, 2021	ClusteringGesture Recognition	—Unverified	0	0
GLADAS: Gesture Learning for Advanced Driver Assistance Systems	Oct 2, 2019	Autonomous VehiclesGesture Recognition	—Unverified	0	0
Grassmannian Discriminant Maps (GDM) for Manifold Dimensionality Reduction with Application to Image Set Classification	Jun 28, 2018	Dimensionality ReductionFace Recognition	—Unverified	0	0
ChaLearn Looking at People: A Review of Events and Resources	Jan 10, 2017	Gesture Recognition	—Unverified	0	0
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN)	Jun 6, 2024	Gesture Recognition	—Unverified	0	0
CGAP2: Context and gap aware predictive pose framework for early detection of gestures	Nov 18, 2020	Autonomous VehiclesDecoder	—Unverified	0	0
Adversary Helps: Gradient-based Device-Free Domain-Independent Gesture Recognition	Apr 8, 2020	Gesture RecognitionTransfer Learning	—Unverified	0	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