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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 326–350 of 572 papers

TitleStatusHype
Temporal-wise Attention Spiking Neural Networks for Event Streams Classification—0
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
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
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
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
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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