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 176–200 of 572 papers

TitleStatusHype
Cross-Language Transfer Learning using Visual Information for Automatic Sign Gesture Recognition—0
Agile gesture recognition for capacitive sensing devices: adapting on-the-job—0
Mediapipe and CNNs for Real-Time ASL Gesture Recognition—0
Online Gesture Recognition using Transformer and Natural Language Processing—0
Improved Static Hand Gesture Classification on Deep Convolutional Neural Networks using Novel Sterile Training Technique—0
Temporal Decoupling Graph Convolutional Network for Skeleton-based Gesture RecognitionCode1
SGED: A Benchmark dataset for Performance Evaluation of Spiking Gesture Emotion RecognitionCode0
SimplyMime: A Control at Our Fingertips—0
A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces—0
Prospects and Applications of Incoherent Light in Non-contact Wireless Sensing Systems—0
Deep Attention Network for Enhanced Hand Gesture Recognition System—0
Online Recognition of Incomplete Gesture Data to Interface Collaborative RobotsCode0
OO-dMVMT: A Deep Multi-view Multi-task Classification Framework for Real-time 3D Hand Gesture Classification and SegmentationCode1
PixelRNN: In-pixel Recurrent Neural Networks for End-to-end-optimized Perception with Neural Sensors—0
Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM—0
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network InferenceCode0
IMU-based Modularized Wearable Device for Human Motion Classification—0
Recognizing Complex Gestures on Minimalistic Knitted Sensors: Toward Real-World Interactive Systems—0
ShaRPy: Shape Reconstruction and Hand Pose Estimation from RGB-D with Uncertainty—0
EvHandPose: Event-based 3D Hand Pose Estimation with Sparse Supervision—0
Real-Time Hand Gesture Identification in Thermal Images—0
Visual motion analysis of the player's finger—0
Gesture Recognition with Keypoint and Radar Stream Fusion for Automated Vehicles—0
Audio-Visual Speech and Gesture Recognition by Sensors of Mobile Devices—0
Fine-tuning of sign language recognition models: a technical reportCode1
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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