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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–475 of 572 papers

TitleStatusHype
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal TrainingCode0
Attention in Convolutional LSTM for Gesture RecognitionCode0
Hand Gesture Recognition based on Radar Micro-Doppler Signature Envelopes—0
Save Our Spectrum: Contact-Free Human Sensing Using Single Carrier Radio—0
Event-based Gesture Recognition with Dynamic Background Suppression using Smartphone Computational Capabilities—0
Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer ModuleCode0
Distributionally Robust Semi-Supervised Learning for People-Centric Sensing—0
DeepGRU: Deep Gesture Recognition UtilityCode0
HANDS18: Methods, Techniques and Applications for Hand Observation—0
Robust Gesture-Based Communication for Underwater Human-Robot Interaction in the context of Search and Rescue Diver Missions—0
Human-Machine Interface for Remote Training of Robot Tasks—0
Human activity recognition based on time series analysis using U-Net—0
A Generic Multi-modal Dynamic Gesture Recognition System using Machine LearningCode0
Deformable Pose Traversal Convolution for 3D Action and Gesture Recognition—0
Egocentric Gesture Recognition for Head-Mounted AR devices—0
Grassmannian Discriminant Maps (GDM) for Manifold Dimensionality Reduction with Application to Image Set Classification—0
HGR-Net: A Fusion Network for Hand Gesture Segmentation and RecognitionCode0
Making Convolutional Networks Recurrent for Visual Sequence Learning—0
Neural Sign Language TranslationCode0
Gesture Recognition: Focus on the Hands—0
DenseImage Network: Video Spatial-Temporal Evolution Encoding and Understanding—0
Deep Learning for Hand Gesture Recognition on Skeletal DataCode0
CONDUCT: An Expressive Conducting Gesture Dataset for Sound Control—0
An Evaluation Framework for Multimodal Interaction—0
Motion Fused Frames: Data Level Fusion Strategy for Hand Gesture RecognitionCode0
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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