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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 71–80 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Human Computer Interaction Using Marker Based Hand Gesture Recognition	Jun 23, 2016	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0	5
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal Training	Dec 14, 2018	Action RecognitionGesture Recognition	CodeCode Available	0	5
Learning to recognize touch gestures: recurrent vs. convolutional features and dynamic sampling	Feb 19, 2018	Gesture Recognition	CodeCode Available	0	5
A Generic Multi-modal Dynamic Gesture Recognition System using Machine Learning	Sep 16, 2018	BIG-bench Machine LearningGesture Recognition	CodeCode Available	0	5
GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents	Oct 19, 2023	Common Sense ReasoningForm	CodeCode Available	0	5
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference	Mar 31, 2023	Gesture RecognitionScheduling	CodeCode Available	0	5
Generative AI for Data Augmentation in Wireless Networks: Analysis, Applications, and Case Study	Nov 13, 2024	Data AugmentationGesture Recognition	CodeCode Available	0	5
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene	Sep 7, 2021	BenchmarkingFine-Grained Image Recognition	CodeCode Available	0	5
A Framework for Event-based Computer Vision on a Mobile Device	May 13, 2022	Face DetectionGesture Recognition	CodeCode Available	0	5
Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature Fusion	Jan 15, 2019	ClusteringGesture Recognition	CodeCode Available	0	5

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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