SOTAVerified

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

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Showing 51–100 of 572 papers

TitleStatusHype
GRLib: An Open-Source Hand Gesture Detection and Recognition Python LibraryCode1
LD-ConGR: A Large RGB-D Video Dataset for Long-Distance Continuous Gesture RecognitionCode1
Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNNCode1
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology ModelingCode1
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture RecognitionCode1
milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion SensingCode1
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural NetworksCode1
Multi-stage Factorized Spatio-Temporal Representation for RGB-D Action and Gesture RecognitionCode1
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition SystemCode1
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological PretrainingCode1
Online Training Through Time for Spiking Neural NetworksCode1
OO-dMVMT: A Deep Multi-view Multi-task Classification Framework for Real-time 3D Hand Gesture Classification and SegmentationCode1
EgoEvGesture: Gesture Recognition Based on Egocentric Event CameraCode1
Recognizing Families In the Wild: White Paper for the 4th Edition Data ChallengeCode1
Transformer-based Hand Gesture Recognition via High-Density EMG Signals: From Instantaneous Recognition to Fusion of Motor Unit Spike TrainsCode1
On the Metrics and Adaptation Methods for Domain Divergences of sEMG-based Gesture RecognitionCode0
Neural Sign Language TranslationCode0
Online Recognition of Incomplete Gesture Data to Interface Collaborative RobotsCode0
Open Source Dataset and Deep Learning Models for Online Digit Gesture Recognition on TouchscreensCode0
Motion Fused Frames: Data Level Fusion Strategy for Hand Gesture RecognitionCode0
Multivariate Time Series Classification with WEASEL+MUSECode0
MMTM: Multimodal Transfer Module for CNN FusionCode0
MVTN: A Multiscale Video Transformer Network for Hand Gesture RecognitionCode0
Learning to recognize touch gestures: recurrent vs. convolutional features and dynamic samplingCode0
A Generic Multi-modal Dynamic Gesture Recognition System using Machine LearningCode0
LIGAR: Lightweight General-purpose Action RecognitionCode0
Learning Deep and Compact Models for Gesture RecognitionCode0
Low-latency hand gesture recognition with a low resolution thermal imagerCode0
Interpreting Deep Learning Features for Myoelectric Control: A Comparison with Handcrafted FeaturesCode0
A Framework for Event-based Computer Vision on a Mobile DeviceCode0
Intel RealSense Stereoscopic Depth CamerasCode0
HGR-Net: A Fusion Network for Hand Gesture Segmentation and RecognitionCode0
Human Computer Interaction Using Marker Based Hand Gesture RecognitionCode0
Cloud Dictionary: Sparse Coding and Modeling for Point CloudsCode0
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal TrainingCode0
Joint Skeletal and Semantic Embedding Loss for Micro-gesture ClassificationCode0
GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model AgentsCode0
An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional ClassifierCode0
Out-of-Distribution Representation Learning for Time Series ClassificationCode0
GesturePod: Enabling On-device Gesture-based Interaction for White Cane UsersCode0
TENNs-PLEIADES: Building Temporal Kernels with Orthogonal PolynomialsCode0
Force myography benchmark data for hand gesture recognition and transfer learningCode0
Generative AI for Data Augmentation in Wireless Networks: Analysis, Applications, and Case StudyCode0
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network InferenceCode0
Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature FusionCode0
Bounded Future MS-TCN++ for surgical gesture recognitionCode0
Fast and Expressive Gesture Recognition using a Combination-Homomorphic Electromyogram EncoderCode0
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand HygieneCode0
Beyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture Recognition in VideoCode0
BdSLW60: A Word-Level Bangla Sign Language DatasetCode0
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All datasetsDVS128 GestureCapgMyo DB-aCapgMyo DB-bCapgMyo DB-cChaLearn 2013Chalearn 2014ChaLearn 2016GesturePodMontalbanoMSRC-12Ninapro DB-1 12 gesturesNinapro DB-1 8 gestures

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TENNs-PLEIADESAccuracy (%)100—Unverified
2mMND (BPTT)Accuracy (%)98—Unverified
3EGRUAccuracy (%)97.8—Unverified
4AlexNet+LSTMAccuracy (%)97.73—Unverified
5S-TLLRAccuracy (%)97.72—Unverified
6Event-SSMAccuracy (%)97.7—Unverified
7STL-SNNAccuracy (%)97.22—Unverified
8OTTTAccuracy (%)96.88—Unverified
9STS-ResNetAccuracy (%)96.7—Unverified
10mMND (STDP)Accuracy (%)96.6—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy96.8—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy92.08—Unverified
#ModelMetricClaimedVerifiedStatus
13D-CNN + LSTMAccuracy93.2—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy39.95—Unverified
#ModelMetricClaimedVerifiedStatus
1GesturePodReal World Accuracy92—Unverified
#ModelMetricClaimedVerifiedStatus
1Temp Conv + LSTMError rate2.77—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy99.01—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy84.7—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy90.7—Unverified
#ModelMetricClaimedVerifiedStatus
1PointLSTM14 gestures accuracy95.9—Unverified