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

Showing 351400 of 572 papers

TitleStatusHype
Artificial Neural Networks for Sensor Data Classification on Small Embedded Systems0
T-WaveNet: Tree-Structured Wavelet Neural Network for Sensor-Based Time Series Analysis0
CGAP2: Context and gap aware predictive pose framework for early detection of gestures0
Whose hand is this? Person Identification from Egocentric Hand Gestures0
FS-HGR: Few-shot Learning for Hand Gesture Recognition via ElectroMyography0
Multi-modal Fusion for Single-Stage Continuous Gesture Recognition0
Understanding the hand-gestures using Convolutional Neural Networks and Generative Adversial Networks0
Relational Graph Learning on Visual and Kinematics Embeddings for Accurate Gesture Recognition in Robotic Surgery0
One-Shot Federated Learning with Neuromorphic Processors0
A Dataset for Linguistic Understanding, Visual Evaluation, and Recognition of Sign Languages: The K-RSL0
Multimodal and self-supervised representation learning for automatic gesture recognition in surgical robotics0
Hybrid Backpropagation Parallel Reservoir Networks0
Temporal Binary Representation for Event-Based Action RecognitionCode0
A Generalized Zero-Shot Framework for Emotion Recognition from Body Gestures0
A Prototype-Based Generalized Zero-Shot Learning Framework for Hand Gesture Recognition0
Event-based Action Recognition Using Timestamp Image Encoding Network0
Recognition and Synthesis of Object Transport Motion0
A Deep Learning Approach to Tongue Detection for Pediatric Population0
Gesture Recognition from Skeleton Data for Intuitive Human-Machine Interaction0
An Ensemble of Knowledge Sharing Models for Dynamic Hand Gesture Recognition0
Online Few-shot Gesture Learning on a Neuromorphic Processor0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis0
Towards Efficient Coarse-to-Fine Networks for Action and Gesture Recognition0
Force myography benchmark data for hand gesture recognition and transfer learningCode0
Sensor-Based Continuous Hand Gesture Recognition by Long Short-Term Memory0
CNN+RNN Depth and Skeleton based Dynamic Hand Gesture Recognition0
Two-stream Fusion Model for Dynamic Hand Gesture Recognition using 3D-CNN and 2D-CNN Optical Flow guided Motion Template0
Gesture Recognition using Reflected Visible and Infrared Light Wave Signals0
Symmetric Dilated Convolution for Surgical Gesture RecognitionCode0
Exploiting the Logits: Joint Sign Language Recognition and Spell-Correction0
Duodepth: Static Gesture Recognition Via Dual Depth SensorsCode0
TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition with Short Range RadarsCode0
Object recognition through pose and shape estimation0
Decoupled Representation Learning for Skeleton-Based Gesture Recognition0
Invariant 3D Shape Recognition using Predictive Modular Neural Networks0
Feature selection for gesture recognition in Internet-of-Things for healthcare0
Real-Time Radar-Based Gesture Detection and Recognition Built in an Edge-Computing Platform0
TheRuSLan: Database of Russian Sign Language0
An HMM Approach with Inherent Model Selection for Sign Language and Gesture Recognition0
Optimised Preprocessing for Automatic Mouth Gesture Classification0
Low-latency hand gesture recognition with a low resolution thermal imagerCode0
Convolutional Neural Network Array for Sign Language Recognition using Wearable IMUs0
Conditional-UNet: A Condition-aware Deep Model for Coherent Human Activity Recognition From Wearables0
ASL Recognition with Metric-Learning based Lightweight Network0
Adversary Helps: Gradient-based Device-Free Domain-Independent Gesture Recognition0
What and Where: Modeling Skeletons from Semantic and Spatial Perspectives for Action Recognition0
Multi-Task Recurrent Neural Network for Surgical Gesture Recognition and Progress Prediction0
Unique Class Group Based Multi-Label Balancing Optimizer for Action Unit Detection0
FineHand: Learning Hand Shapes for American Sign Language Recognition0
Facial Expression Phoenix (FePh): An Annotated Sequenced Dataset for Facial and Emotion-Specified Expressions in Sign Language0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TENNs-PLEIADESAccuracy (%)100Unverified
2mMND (BPTT)Accuracy (%)98Unverified
3EGRUAccuracy (%)97.8Unverified
4AlexNet+LSTMAccuracy (%)97.73Unverified
5S-TLLRAccuracy (%)97.72Unverified
6Event-SSMAccuracy (%)97.7Unverified
7STL-SNNAccuracy (%)97.22Unverified
8OTTTAccuracy (%)96.88Unverified
9STS-ResNetAccuracy (%)96.7Unverified
10mMND (STDP)Accuracy (%)96.6Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy96.8Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy92.08Unverified
#ModelMetricClaimedVerifiedStatus
13D-CNN + LSTMAccuracy93.2Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy39.95Unverified
#ModelMetricClaimedVerifiedStatus
1GesturePodReal World Accuracy92Unverified
#ModelMetricClaimedVerifiedStatus
1Temp Conv + LSTMError rate2.77Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy99.01Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy84.7Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy90.7Unverified
#ModelMetricClaimedVerifiedStatus
1PointLSTM14 gestures accuracy95.9Unverified