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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 341–350 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Revisiting the Adversarial Robustness-Accuracy Tradeoff in Robot Learning	Apr 15, 2022	Adversarial RobustnessAutonomous Driving	—Unverified	0	0
RGBD Datasets: Past, Present and Future	Apr 4, 2016	Gesture RecognitionObject	—Unverified	0	0
Robust Gesture-Based Communication for Underwater Human-Robot Interaction in the context of Search and Rescue Diver Missions	Oct 16, 2018	General ClassificationGesture Recognition	—Unverified	0	0
Save Our Spectrum: Contact-Free Human Sensing Using Single Carrier Radio	Nov 26, 2018	Gesture Recognition	—Unverified	0	0
What and Where: Modeling Skeletons from Semantic and Spatial Perspectives for Action Recognition	Apr 7, 2020	Action RecognitionGesture Recognition	—Unverified	0	0
S-ConvNet: A Shallow Convolutional Neural Network Architecture for Neuromuscular Activity Recognition Using Instantaneous High-Density Surface EMG Images	Jun 8, 2019	Efficient Neural NetworkGesture Recognition	—Unverified	0	0
SDFR: Synthetic Data for Face Recognition Competition	Apr 6, 2024	BenchmarkingFace Recognition	—Unverified	0	0
sEMG-based Fine-grained Gesture Recognition via Improved LightGBM Model	Apr 18, 2024	Gesture RecognitionTransfer Learning	—Unverified	0	0
sEMG-based Hand Gesture Recognition with Deep Learning	Jun 19, 2023	Deep LearningGesture Recognition	—Unverified	0	0
Sensor-Based Continuous Hand Gesture Recognition by Long Short-Term Memory	Jul 22, 2020	Gesture RecognitionHand Gesture Recognition	—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