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 151–200 of 572 papers

TitleStatusHype
It's all about you: Personalized in-Vehicle Gesture Recognition with a Time-of-Flight Camera—0
EMGTFNet: Fuzzy Vision Transformer to decode Upperlimb sEMG signals for Hand Gestures Recognition—0
A Deep Learning Sequential Decoder for Transient High-Density Electromyography in Hand Gesture Recognition Using Subject-Embedded Transfer Learning—0
Hand Gesture Recognition with Two Stage Approach Using Transfer Learning and Deep Ensemble Learning—0
Dynamic Hand Gesture-Featured Human Motor Adaptation in Tool Delivery using Voice Recognition—0
On-device Real-time Custom Hand Gesture Recognition—0
A Multi-label Classification Approach to Increase Expressivity of EMG-based Gesture Recognition—0
User Training with Error Augmentation for Electromyogram-based Gesture ClassificationCode0
SynthoGestures: A Novel Framework for Synthetic Dynamic Hand Gesture Generation for Driving ScenariosCode0
Multi-stage Factorized Spatio-Temporal Representation for RGB-D Action and Gesture RecognitionCode1
Gesture Recognition based on Long-Short Term Memory Cells using Smartphone IMUs—0
Long-Distance Gesture Recognition using Dynamic Neural Networks—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
Hand tracking for clinical applications: validation of the Google MediaPipe Hand (GMH) and the depth-enhanced GMH-D frameworks—0
Hierarchical Semi-Supervised Learning Framework for Surgical Gesture Segmentation and Recognition Based on Multi-Modality Data—0
Joint Skeletal and Semantic Embedding Loss for Micro-gesture ClassificationCode0
Gesture Recognition with mmWave Wi-Fi Access Points: Lessons Learned—0
milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion SensingCode1
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural NetworksCode0
Transfer: Cross Modality Knowledge Transfer using Adversarial Networks -- A Study on Gesture Recognition—0
sEMG-based Hand Gesture Recognition with Deep Learning—0
CaptAinGlove: Capacitive and Inertial Fusion-Based Glove for Real-Time on Edge Hand Gesture Recognition for Drone Control—0
Contrastive Predictive Autoencoders for Dynamic Point Cloud Self-Supervised Learning—0
Surface EMG-Based Inter-Session/Inter-Subject Gesture Recognition by Leveraging Lightweight All-ConvNet and Transfer Learning—0
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