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
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural NetworksCode1
An Efficient PointLSTM for Point Clouds Based Gesture RecognitionCode1
Development of a hand pose recognition system on an embedded computer using Artificial IntelligenceCode1
The 5th Recognizing Families in the Wild Data Challenge: Predicting Kinship from FacesCode1
Data-Free Class-Incremental Gesture Recognition with Prototype-Guided Pseudo Feature ReplayCode1
Online Training Through Time for Spiking Neural NetworksCode1
Data-Free Class-Incremental Hand Gesture RecognitionCode1
IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture RecognitionCode1
Gesture Recognition for Initiating Human-to-Robot HandoversCode1
GestFormer: Multiscale Wavelet Pooling Transformer Network for Dynamic Hand Gesture RecognitionCode1
DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionCode1
Efficient recurrent architectures through activity sparsity and sparse back-propagation through timeCode1
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning ModelsCode1
Multi-stage Factorized Spatio-Temporal Representation for RGB-D Action and Gesture RecognitionCode1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and DifferencesCode1
Artificial Neural Networks for Sensor Data Classification on Small Embedded Systems—0
A Real-time Hand Gesture Recognition and Human-Computer Interaction System—0
AirDraw: Leveraging Smart Watch Motion Sensors for Mobile Human Computer Interactions—0
A Prototype-Based Generalized Zero-Shot Learning Framework for Hand Gesture Recognition—0
A Probabilistic Modeling Approach to One-Shot Gesture Recognition—0
Agile gesture recognition for low-power applications: customisation for generalisation—0
Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing—0
A pragmatic approach to multi-class classification—0
Appearance-based Gesture recognition in the compressed domain—0
Agile gesture recognition for capacitive sensing devices: adapting on-the-job—0
A platform-independent user-friendly dictionary from Italian to LIS—0
A novel shape matching descriptor for real-time hand gesture recognition—0
A Gesture Recognition System for Detecting Behavioral Patterns of ADHD—0
Adaptive Down-Sampling and Dimension Reduction in Time Elastic Kernel Machines for Efficient Recognition of Isolated Gestures—0
A Novel Hand Gesture Detection and Recognition system based on ensemble-based Convolutional Neural Network—0
A Non-Anatomical Graph Structure for isolated hand gesture separation in continuous gesture sequences—0
Adapting Pre-trained 3D Models for Point Cloud Video Understanding via Cross-frame Spatio-temporal Perception—0
An HMM Approach with Inherent Model Selection for Sign Language and Gesture Recognition—0
A New GNG Graph-Based Hand Gesture Recognition Approach—0
A Generalized Zero-Shot Framework for Emotion Recognition from Body Gestures—0
Dynamic Gesture Recognition in Ultra-Range Distance for Effective Human-Robot Interaction—0
An Evolutionary Network Architecture Search Framework with Adaptive Multimodal Fusion for Hand Gesture Recognition—0
An Evaluation of Large Pre-Trained Models for Gesture Recognition using Synthetic Videos—0
A Critical Analysis on Machine Learning Techniques for Video-based Human Activity Recognition of Surveillance Systems: A Review—0
An Evaluation Framework for Multimodal Interaction—0
A neural network based on SPD manifold learning for skeleton-based hand gesture recognition—0
A Dynamic Modelling Framework for Human Hand Gesture Task Recognition—0
3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition—0
Dynamic Gesture Recognition by Using CNNs and Star RGB: a Temporal Information Condensation—0
Cross-Language Transfer Learning using Visual Information for Automatic Sign Gesture Recognition—0
CNN+RNN Depth and Skeleton based Dynamic Hand Gesture Recognition—0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis—0
Classifying and Visualizing Motion Capture Sequences using Deep Neural Networks—0
Complexity-Aware Assignment of Latent Values in Discriminative Models for Accurate Gesture Recognition—0
ChaLearn Looking at People: IsoGD and ConGD Large-scale RGB-D Gesture Recognition—0
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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