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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 31–40 of 572 papers

Title	Date	Tasks	Status	Hype
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip Detection	Jan 6, 2021	Fingertip DetectionGesture Recognition	CodeCode Available	1
A Spatio-Temporal Multilayer Perceptron for Gesture Recognition	Apr 25, 2022	Autonomous VehiclesGesture Recognition	CodeCode Available	1
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor	May 16, 2020	Gesture Recognitionimage-classification	CodeCode Available	1
An Efficient PointLSTM for Point Clouds Based Gesture Recognition	Jun 1, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition System	Jul 6, 2021	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
CASTER: A Computer-Vision-Assisted Wireless Channel Simulator for Gesture Recognition	Nov 13, 2023	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences	May 2, 2020	FairnessGesture Recognition	CodeCode Available	1
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network	Aug 20, 2024	Action ClassificationAction Classification (1-shot)	CodeCode Available	1
Development of a hand pose recognition system on an embedded computer using Artificial Intelligence	Oct 3, 2019	Autonomous DrivingGesture Recognition	CodeCode Available	1
Event Transformer. A sparse-aware solution for efficient event data processing	Apr 7, 2022	CPUGesture Recognition	CodeCode Available	1

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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