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 301350 of 572 papers

TitleStatusHype
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture RecognitionCode1
Pervasive Hand Gesture Recognition for Smartphones using Non-audible Sound and Deep Learning0
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification0
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition SystemCode1
HAN: An Efficient Hierarchical Self-Attention Network for Skeleton-Based Gesture Recognition0
SHREC 2021: Track on Skeleton-based Hand Gesture Recognition in the Wild0
EMG Signal Classification Using Reflection Coefficients and Extreme Value Machine0
Signals to Spikes for Neuromorphic Regulated Reservoir Computing and EMG Hand Gesture RecognitionCode1
Teaching Arm and Head Gestures to a Humanoid Robot through Interactive Demonstration and Spoken Instruction0
One for All: An End-to-End Compact Solution for Hand Gesture Recognition0
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data0
WaveGlove: Transformer-based hand gesture recognition using multiple inertial sensors0
Surgical Gesture Recognition Based on Bidirectional Multi-Layer Independently RNN with Explainable Spatial Feature Extraction0
Hand Gesture Recognition Based on a Nonconvex Regularization0
Event-based Timestamp Image Encoding Network for Human Action Recognition and Anticipation0
Skeleton-based Hand-Gesture Recognition with Lightweight Graph Convolutional Networks0
Encoding Event-Based Data With a Hybrid SNN Guided Variational Auto-encoder in Neuromorphic Hardware0
Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks0
Memory-Efficient, Limb Position-Aware Hand Gesture Recognition using Hyperdimensional Computing0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment0
Understanding WiFi Signal Frequency Features for Position-Independent Gesture Sensing0
Fast Monocular Hand Pose Estimation on Embedded Systems0
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture RecognitionCode1
A 5 μW Standard Cell Memory-based Configurable Hyperdimensional Computing Accelerator for Always-on Smart Sensing0
Gesture Recognition in Robotic Surgery: a Review0
A Two-stream Neural Network for Pose-based Hand Gesture Recognition0
Regional Attention Network (RAN) for Head Pose and Fine-grained Gesture Recognition0
A novel shape matching descriptor for real-time hand gesture recognition0
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip DetectionCode1
Control of Computer Pointer Using Hand Gesture Recognition in Motion Pictures0
Continuous Gesture Recognition from sEMG Sensor Data with Recurrent Neural Networks and Adversarial Domain Adaptation0
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
A Dataset for Linguistic Understanding, Visual Evaluation, and Recognition of Sign Languages: The K-RSL0
One-Shot Federated Learning with Neuromorphic Processors0
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
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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