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 201–225 of 572 papers

TitleStatusHype
Complying with the EU AI Act: Innovations in Explainable and User-Centric Hand Gesture Recognition—0
An Evaluation of Large Pre-Trained Models for Gesture Recognition using Synthetic Videos—0
Fast Gesture Recognition with Multiple Stream Discrete HMMs on 3D Skeletons—0
Fast Monocular Hand Pose Estimation on Embedded Systems—0
Audio-Visual Speech and Gesture Recognition by Sensors of Mobile Devices—0
Feasibility of Principal Component Analysis in hand gesture recognition system—0
DIVERSIFY to Generalize: Learning Generalized Representations for Time Series Classification—0
A Two-stream Neural Network for Pose-based Hand Gesture Recognition—0
FERA 2017 - Addressing Head Pose in the Third Facial Expression Recognition and Analysis Challenge—0
CONDUCT: An Expressive Conducting Gesture Dataset for Sound Control—0
FineHand: Learning Hand Shapes for American Sign Language Recognition—0
A manifold learning approach for gesture recognition from micro-Doppler radar measurements—0
Fingers' Angle Calculation using Level-Set Method—0
FoodTrack: Estimating Handheld Food Portions with Egocentric Video—0
Continuous Gesture Recognition from sEMG Sensor Data with Recurrent Neural Networks and Adversarial Domain Adaptation—0
Forearm Ultrasound based Gesture Recognition on Edge—0
FORS-EMG: A Novel sEMG Dataset for Hand Gesture Recognition Across Multiple Forearm Orientations—0
From Unimodal to Multimodal: improving sEMG-Based Pattern Recognition via deep generative models—0
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization—0
Contrastive Predictive Autoencoders for Dynamic Point Cloud Self-Supervised Learning—0
Diver-Robot Communication Dataset for Underwater Hand Gesture Recognition—0
G3R: Generating Rich and Fine-grained mmWave Radar Data from 2D Videos for Generalized Gesture Recognition—0
A Transformer Architecture for Online Gesture Recognition of Mathematical Expressions—0
Out-of-Distribution Representation Learning for Time Series Classification—0
Distributionally Robust Semi-Supervised Learning for People-Centric Sensing—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