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
Towards Scalable Handwriting Communication via EEG Decoding and Latent Embedding Integration—0
Generative AI for Data Augmentation in Wireless Networks: Analysis, Applications, and Case StudyCode0
LapGSR: Laplacian Reconstructive Network for Guided Thermal Super-Resolution—0
ConvMixFormer- A Resource-efficient Convolution Mixer for Transformer-based Dynamic Hand Gesture RecognitionCode0
SuperResolution Radar Gesture Recognitio—0
Object Recognition in Human Computer Interaction:- A Comparative Analysis—0
One-Stage-TFS: Thai One-Stage Fingerspelling Dataset for Fingerspelling Recognition Frameworks—0
x-RAGE: eXtended Reality -- Action & Gesture Events DatasetCode0
Research on gesture recognition method based on SEDCNN-SVM—0
Advanced Gesture Recognition in Autism: Integrating YOLOv7, Video Augmentation and VideoMAE for Video Analysis—0
Masked Autoencoder with Swin Transformer Network for Mitigating Electrode Shift in HD-EMG-based Gesture Recognition—0
An Evaluation of Large Pre-Trained Models for Gesture Recognition using Synthetic Videos—0
Hand Gesture Classification Based on Forearm Ultrasound Video Snippets Using 3D Convolutional Neural Networks—0
Context-Aware Predictive Coding: A Representation Learning Framework for WiFi SensingCode0
Forearm Ultrasound based Gesture Recognition on Edge—0
Spatial Adaptation Layer: Interpretable Domain Adaptation For Biosignal Sensor Array Applications—0
MVTN: A Multiscale Video Transformer Network for Hand Gesture RecognitionCode0
UAV (Unmanned Aerial Vehicles): Diverse Applications of UAV Datasets in Segmentation, Classification, Detection, and Tracking—0
FORS-EMG: A Novel sEMG Dataset for Hand Gesture Recognition Across Multiple Forearm Orientations—0
A Critical Analysis on Machine Learning Techniques for Video-based Human Activity Recognition of Surveillance Systems: A Review—0
Hand1000: Generating Realistic Hands from Text with Only 1,000 Images—0
Towards Battery-Free Wireless Sensing via Radio-Frequency Energy Harvesting—0
EMG-Based Hand Gesture Recognition through Diverse Domain Feature Enhancement and Machine Learning-Based Approach—0
N-DriverMotion: Driver motion learning and prediction using an event-based camera and directly trained spiking neural networks on Loihi 2—0
Energy-Efficient Spiking Recurrent Neural Network for Gesture Recognition on Embedded GPUs—0
Data-Free Class Incremental Gesture Recognition via Synthetic Feature Sampling—0
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese NetworkCode1
An Advanced Deep Learning Based Three-Stream Hybrid Model for Dynamic Hand Gesture Recognition—0
A Methodological and Structural Review of Hand Gesture Recognition Across Diverse Data Modalities—0
Prototype Learning for Micro-gesture Classification—0
Dynamic Gesture Recognition in Ultra-Range Distance for Effective Human-Robot Interaction—0
Towards Open-Set Myoelectric Gesture Recognition via Dual-Perspective Inconsistency Learning—0
Automated Patient Positioning with Learned 3D Hand Gestures—0
Zero-Shot Underwater Gesture RecognitionCode0
Exploring the Boundaries of On-Device Inference: When Tiny Falls Short, Go Hierarchical—0
Helios: An extremely low power event-based gesture recognition for always-on smart eyewear—0
Novel Human Machine Interface via Robust Hand Gesture Recognition System using Channel Pruned YOLOv5s Model—0
CSI4Free: GAN-Augmented mmWave CSI for Improved Pose Classification—0
Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNNCode1
Deep self-supervised learning with visualisation for automatic gesture recognitionCode0
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN)—0
HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models—0
Advancements in Tactile Hand Gesture Recognition for Enhanced Human-Machine Interaction—0
SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural NetworkCode0
Resonate-and-Fire Spiking Neurons for Target Detection and Hand Gesture Recognition: A Hybrid Approach—0
Identity-free Artificial Emotional Intelligence via Micro-Gesture Understanding—0
TENNs-PLEIADES: Building Temporal Kernels with Orthogonal PolynomialsCode0
GestFormer: Multiscale Wavelet Pooling Transformer Network for Dynamic Hand Gesture RecognitionCode1
Air Signing and Privacy-Preserving Signature Verification for Digital DocumentsCode0
Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding ExploitationCode0
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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