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 301–350 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 Learning—0
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification—0
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition SystemCode1
HAN: An Efficient Hierarchical Self-Attention Network for Skeleton-Based Gesture Recognition—0
SHREC 2021: Track on Skeleton-based Hand Gesture Recognition in the Wild—0
EMG Signal Classification Using Reflection Coefficients and Extreme Value Machine—0
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 Instruction—0
One for All: An End-to-End Compact Solution for Hand Gesture Recognition—0
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data—0
WaveGlove: Transformer-based hand gesture recognition using multiple inertial sensors—0
Surgical Gesture Recognition Based on Bidirectional Multi-Layer Independently RNN with Explainable Spatial Feature Extraction—0
Hand Gesture Recognition Based on a Nonconvex Regularization—0
Event-based Timestamp Image Encoding Network for Human Action Recognition and Anticipation—0
Skeleton-based Hand-Gesture Recognition with Lightweight Graph Convolutional Networks—0
Encoding Event-Based Data With a Hybrid SNN Guided Variational Auto-encoder in Neuromorphic Hardware—0
Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks—0
Memory-Efficient, Limb Position-Aware Hand Gesture Recognition using Hyperdimensional Computing—0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment—0
Understanding WiFi Signal Frequency Features for Position-Independent Gesture Sensing—0
Fast Monocular Hand Pose Estimation on Embedded Systems—0
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 Sensing—0
Gesture Recognition in Robotic Surgery: a Review—0
A Two-stream Neural Network for Pose-based Hand Gesture Recognition—0
Regional Attention Network (RAN) for Head Pose and Fine-grained Gesture Recognition—0
A novel shape matching descriptor for real-time hand gesture recognition—0
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip DetectionCode1
Control of Computer Pointer Using Hand Gesture Recognition in Motion Pictures—0
Continuous Gesture Recognition from sEMG Sensor Data with Recurrent Neural Networks and Adversarial Domain Adaptation—0
Artificial Neural Networks for Sensor Data Classification on Small Embedded Systems—0
T-WaveNet: Tree-Structured Wavelet Neural Network for Sensor-Based Time Series Analysis—0
CGAP2: Context and gap aware predictive pose framework for early detection of gestures—0
Whose hand is this? Person Identification from Egocentric Hand Gestures—0
FS-HGR: Few-shot Learning for Hand Gesture Recognition via ElectroMyography—0
Multi-modal Fusion for Single-Stage Continuous Gesture Recognition—0
Understanding the hand-gestures using Convolutional Neural Networks and Generative Adversial Networks—0
Relational Graph Learning on Visual and Kinematics Embeddings for Accurate Gesture Recognition in Robotic Surgery—0
A Dataset for Linguistic Understanding, Visual Evaluation, and Recognition of Sign Languages: The K-RSL—0
One-Shot Federated Learning with Neuromorphic Processors—0
Multimodal and self-supervised representation learning for automatic gesture recognition in surgical robotics—0
Hybrid Backpropagation Parallel Reservoir Networks—0
Temporal Binary Representation for Event-Based Action RecognitionCode0
A Generalized Zero-Shot Framework for Emotion Recognition from Body Gestures—0
A Prototype-Based Generalized Zero-Shot Learning Framework for Hand Gesture Recognition—0
Event-based Action Recognition Using Timestamp Image Encoding Network—0
Recognition and Synthesis of Object Transport Motion—0
A Deep Learning Approach to Tongue Detection for Pediatric Population—0
Gesture Recognition from Skeleton Data for Intuitive Human-Machine Interaction—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