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 251–300 of 572 papers

TitleStatusHype
A Spatio-Temporal Multilayer Perceptron for Gesture RecognitionCode1
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological PretrainingCode1
Revisiting the Adversarial Robustness-Accuracy Tradeoff in Robot Learning—0
3D Convolutional Networks for Action Recognition: Application to Sport Gesture Recognition—0
AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised LearningCode2
Event Transformer. A sparse-aware solution for efficient event data processingCode1
Cross-modal Learning of Graph Representations using Radar Point Cloud for Long-Range Gesture Recognition—0
TraHGR: Transformer for Hand Gesture Recognition via ElectroMyography—0
Passive Motion Detection via mmWave Communication System—0
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition—0
Computational ergonomics for task delegation in Human-Robot Collaboration: spatiotemporal adaptation of the robot to the human through contactless gesture recognition—0
DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionCode1
BEAT: A Large-Scale Semantic and Emotional Multi-Modal Dataset for Conversational Gestures SynthesisCode3
A Novel Hand Gesture Detection and Recognition system based on ensemble-based Convolutional Neural Network—0
Statistical and Spatio-temporal Hand Gesture Features for Sign Language Recognition using the Leap Motion Sensor—0
Hand Gesture Recognition of Dumb Person Using one Against All Neural Network—0
Head and eye egocentric gesture recognition for human-robot interaction using eyewear cameras—0
ViT-HGR: Vision Transformer-based Hand Gesture Recognition from High Density Surface EMG SignalsCode1
Fusing Posture and Position Representations for Point Cloud-Based Hand Gesture RecognitionCode1
Real-time Interface Control with Motion Gesture Recognition based on Non-contact Capacitive Sensing—0
Open Access Dataset for Electromyography based Multi-code Biometric Authentication—0
LD-ConGR: A Large RGB-D Video Dataset for Long-Distance Continuous Gesture RecognitionCode1
Continuous Human Action Detection Based on Wearable Inertial Data—0
You Can Wash Hands Better: Accurate Daily Handwashing Assessment with a SmartwatchCode0
Gesture Recognition with a Skeleton-Based Keyframe Selection Module—0
WiFi-based Multi-task SensingCode1
Unsupervised Domain Adaptation for RF-based Gesture Recognition—0
Dynamic Iterative Refinement for Efficient 3D Hand Pose Estimation—0
Towards Domain-Independent and Real-Time Gesture Recognition Using mmWave SignalCode1
The 5th Recognizing Families in the Wild Data Challenge: Predicting Kinship from FacesCode1
Multi-Task and Multi-Modal Learning for RGB Dynamic Gesture Recognition—0
On-device Real-time Hand Gesture Recognition—0
Hand Gesture Recognition Using Temporal Convolutions and Attention Mechanism—0
Real-time, low-cost multi-person 3D pose estimation—0
A manifold learning approach for gesture recognition from micro-Doppler radar measurements—0
DIVERSIFY to Generalize: Learning Generalized Representations for Time Series Classification—0
Encoding Event-Based Gesture Data With a Hybrid SNN Guided Variational Auto-encoder—0
Sequence Approximation using Feedforward Spiking Neural Network for Spatiotemporal Learning: Theory and Optimization Methods—0
3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition—0
Natural Typing Recognition via Surface Electromyography—0
Dynamic Gesture Recognition—0
KNN Learning Techniques for Proportional Myocontrol in Prosthetics—0
Neural Network Based Lidar Gesture Recognition for Realtime Robot Teleoperation—0
Integrating Sensing and Communication in Cellular Networks via NR Sidelink—0
Tesla-Rapture: A Lightweight Gesture Recognition System from mmWave Radar Point Clouds—0
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand HygieneCode0
LIGAR: Lightweight General-purpose Action RecognitionCode0
Real-time Indian Sign Language (ISL) Recognition—0
Hand Hygiene Video Classification Based on Deep Learning—0
MotionInput v2.0 supporting DirectX: A modular library of open-source gesture-based machine learning and computer vision methods for interacting and controlling existing software with a webcam—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