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 201–250 of 572 papers

TitleStatusHype
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic DataCode0
The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural NetworksCode1
Identity masking effectiveness and gesture recognition: Effects of eye enhancement in seeing through the mask—0
Hand Gesture Recognition through Reflected Infrared Light Wave Signals—0
Data-Free Class-Incremental Hand Gesture RecognitionCode1
Learning Robust Representations with Information Bottleneck and Memory Network for RGB-D-based Gesture Recognition—0
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning ModelsCode1
Recognition and Prediction of Surgical Gestures and Trajectories Using Transformer Models in Robot-Assisted Surgery—0
Transformer-based Hand Gesture Recognition via High-Density EMG Signals: From Instantaneous Recognition to Fusion of Motor Unit Spike TrainsCode1
Hand gesture recognition using 802.11ad mmWave sensor in the mobile device—0
A Transformer Architecture for Online Gesture Recognition of Mathematical Expressions—0
Hardware/Software co-design with ADC-Less In-memory Computing Hardware for Spiking Neural Networks—0
HYDRA-HGR: A Hybrid Transformer-based Architecture for Fusion of Macroscopic and Microscopic Neural Drive Information—0
Light-weighted CNN-Attention based architecture for Hand Gesture Recognition via ElectroMyography—0
MoRSE: Deep Learning-based Arm Gesture Recognition for Search and Rescue Operations—0
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural NetworksCode1
Online Training Through Time for Spiking Neural NetworksCode1
Bounded Future MS-TCN++ for surgical gesture recognitionCode0
Statistical Analysis of Time-Frequency Features Based On Multivariate Synchrosqueezing Transform for Hand Gesture Classification—0
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization—0
Out-of-Distribution Representation Learning for Time Series ClassificationCode0
Vision Transformer with Convolutional Encoder-Decoder for Hand Gesture Recognition using 24 GHz Doppler Radar—0
Incremental Online Learning Algorithms Comparison for Gesture and Visual Smart Sensors—0
ReckOn: A 28nm Sub-mm2 Task-Agnostic Spiking Recurrent Neural Network Processor Enabling On-Chip Learning over Second-Long Timescales—0
ViT-ReT: Vision and Recurrent Transformer Neural Networks for Human Activity Recognition in Videos—0
Static Hand Gesture Recognition for American Sign Language using Neuromorphic Hardware—0
Implementation Of Tiny Machine Learning Models On Arduino 33 BLE For Gesture And Speech Recognition—0
The feasibility of Q-band millimeter wave on hand-gesture recognition for indoor FTTR scenario—0
GesSure- A Robust Face-Authentication enabled Dynamic Gesture Recognition GUI Application—0
SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human SensingCode2
A Non-Anatomical Graph Structure for isolated hand gesture separation in continuous gesture sequences—0
Deep learning based Hand gesture recognition system and design of a Human-Machine Interface—0
Real-Time Gesture Recognition with Virtual Glove Markers—0
The Gesture Authoring Space: Authoring Customised Hand Gestures for Grasping Virtual Objects in Immersive Virtual Environments—0
Literature on Hand GESTURE Recognition using Graph based methods—0
State of the Art of Audio- and Video-Based Solutions for AAL—0
Real-Time Online Skeleton Extraction and Gesture Recognition on Pepper—0
Hands-on Wireless Sensing with Wi-Fi: A Tutorial—0
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency ConsistencyCode2
HaGRID - HAnd Gesture Recognition Image DatasetCode2
Body Gesture Recognition to Control a Social Robot—0
Efficient recurrent architectures through activity sparsity and sparse back-propagation through timeCode1
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural NetworksCode0
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture RecognitionCode0
Low Power Neuromorphic EMG Gesture Classification—0
Snapture -- A Novel Neural Architecture for Combined Static and Dynamic Hand Gesture RecognitionCode0
HeadText: Exploring Hands-free Text Entry using Head Gestures by Motion Sensing on a Smart Earpiece—0
User Localization using RF Sensing: A Performance comparison between LIS and mmWave Radars—0
Efficient Gesture Recognition for the Assistance of Visually Impaired People using Multi-Head Neural Networks—0
A Framework for Event-based Computer Vision on a Mobile DeviceCode0
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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