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 501–550 of 572 papers

TitleStatusHype
Using 3D Convolutional Neural Networks to Learn Spatiotemporal Features for Automatic Surgical Gesture Recognition in VideoCode0
Using Deep Convolutional Networks for Gesture Recognition in American Sign LanguageCode0
Symmetric Dilated Convolution for Surgical Gesture RecognitionCode0
SGED: A Benchmark dataset for Performance Evaluation of Spiking Gesture Emotion RecognitionCode0
x-RAGE: eXtended Reality -- Action & Gesture Events DatasetCode0
Delayed Memory Unit: Modelling Temporal Dependency Through Delay GateCode0
SynthoGestures: A Novel Framework for Synthetic Dynamic Hand Gesture Generation for Driving ScenariosCode0
Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature FusionCode0
Rank Pooling for Action RecognitionCode0
MMTM: Multimodal Transfer Module for CNN FusionCode0
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural NetworksCode0
You Can Wash Hands Better: Accurate Daily Handwashing Assessment with a SmartwatchCode0
Cloud Dictionary: Sparse Coding and Modeling for Point CloudsCode0
Temporal Binary Representation for Event-Based Action RecognitionCode0
Beyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture Recognition in VideoCode0
Motion Fused Frames: Data Level Fusion Strategy for Hand Gesture RecognitionCode0
Deep self-supervised learning with visualisation for automatic gesture recognitionCode0
A Transferable Adaptive Domain Adversarial Neural Network for Virtual Reality Augmented EMG-Based Gesture RecognitionCode0
A Generic Multi-modal Dynamic Gesture Recognition System using Machine LearningCode0
Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer ModuleCode0
Zero-shot Prompt-based Video Encoder for Surgical Gesture RecognitionCode0
HGR-Net: A Fusion Network for Hand Gesture Segmentation and RecognitionCode0
BdSLW60: A Word-Level Bangla Sign Language DatasetCode0
UAV-GESTURE: A Dataset for UAV Control and Gesture RecognitionCode0
SLRNet: A Real-Time LSTM-Based Sign Language Recognition SystemCode0
Fast and Expressive Gesture Recognition using a Combination-Homomorphic Electromyogram EncoderCode0
Snapture -- A Novel Neural Architecture for Combined Static and Dynamic Hand Gesture RecognitionCode0
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic DataCode0
Multivariate Time Series Classification with WEASEL+MUSECode0
Zero-Shot Underwater Gesture RecognitionCode0
MVTN: A Multiscale Video Transformer Network for Hand Gesture RecognitionCode0
Human Computer Interaction Using Marker Based Hand Gesture RecognitionCode0
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture RecognitionCode0
A Study of Vision based Human Motion Recognition and AnalysisCode0
Times series averaging and denoising from a probabilistic perspective on time-elastic kernelsCode0
Neural Sign Language TranslationCode0
Enhancing Micro Gesture Recognition for Emotion Understanding via Context-aware Visual-Text Contrastive LearningCode0
Deep Learning for Hand Gesture Recognition on Skeletal DataCode0
Deep Learning for Electromyographic Hand Gesture Signal Classification Using Transfer LearningCode0
Recognizing Surgical Activities with Recurrent Neural NetworksCode0
TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition with Short Range RadarsCode0
DeepGRU: Deep Gesture Recognition UtilityCode0
SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural NetworkCode0
Improving the Performance of Unimodal Dynamic Hand-Gesture Recognition with Multimodal TrainingCode0
Spiking Neural Network Enhanced Hand Gesture Recognition Using Low-Cost Single-photon Avalanche Diode ArrayCode0
WiOpen: A Robust Wi-Fi-based Open-set Gesture Recognition FrameworkCode0
Static Gesture Recognition using Leap MotionCode0
AzSLD: Azerbaijani Sign Language Dataset for Fingerspelling, Word, and Sentence Translation with Baseline SoftwareCode0
An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional ClassifierCode0
Wisture: RNN-based Learning of Wireless Signals for Gesture Recognition in Unmodified SmartphonesCode0
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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