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 5175 of 572 papers

TitleStatusHype
sEMG Gesture Recognition with a Simple Model of AttentionCode1
Signals to Spikes for Neuromorphic Regulated Reservoir Computing and EMG Hand Gesture RecognitionCode1
Survey on Emotional Body Gesture RecognitionCode1
Temporal Decoupling Graph Convolutional Network for Skeleton-based Gesture RecognitionCode1
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture RecognitionCode1
Transformer-based Hand Gesture Recognition via High-Density EMG Signals: From Instantaneous Recognition to Fusion of Motor Unit Spike TrainsCode1
ViT-HGR: Vision Transformer-based Hand Gesture Recognition from High Density Surface EMG SignalsCode1
Weight Excitation: Built-in Attention Mechanisms in Convolutional Neural NetworksCode1
ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor dataCode1
Efficient recurrent architectures through activity sparsity and sparse back-propagation through timeCode1
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology ModelingCode1
Development of a hand pose recognition system on an embedded computer using Artificial IntelligenceCode1
GRLib: An Open-Source Hand Gesture Detection and Recognition Python LibraryCode1
ProxEmo: Gait-based Emotion Learning and Multi-view Proxemic Fusion for Socially-Aware Robot NavigationCode1
CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture RecognitionCode1
Artificial Neural Networks for Sensor Data Classification on Small Embedded Systems0
A Real-time Hand Gesture Recognition and Human-Computer Interaction System0
AirDraw: Leveraging Smart Watch Motion Sensors for Mobile Human Computer Interactions0
A Prototype-Based Generalized Zero-Shot Learning Framework for Hand Gesture Recognition0
A Probabilistic Modeling Approach to One-Shot Gesture Recognition0
Agile gesture recognition for low-power applications: customisation for generalisation0
Analysis of Contraction Effort Level in EMG-Based Gesture Recognition Using Hyperdimensional Computing0
A pragmatic approach to multi-class classification0
Appearance-based Gesture recognition in the compressed domain0
Agile gesture recognition for capacitive sensing devices: adapting on-the-job0
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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