Hand-Gesture Recognition

30 papers with code • 2 benchmarks • 5 datasets

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Latest papers with no code

An Evolutionary Network Architecture Search Framework with Adaptive Multimodal Fusion for Hand Gesture Recognition

no code yet • 27 Mar 2024

To automatically adapt to various datasets, the ENAS framework is designed to automatically search a MHGR network with appropriate fusion positions and ratios.

Agile gesture recognition for low-power applications: customisation for generalisation

no code yet • 12 Mar 2024

Automated hand gesture recognition has long been a focal point in the AI community.

Radar-Based Recognition of Static Hand Gestures in American Sign Language

no code yet • 20 Feb 2024

This emphasizes the practicality of our methodology in overcoming data scarcity challenges and advancing the field of automatic gesture recognition in VR and HCI applications.

Spiking Neural Network Enhanced Hand Gesture Recognition Using Low-Cost Single-photon Avalanche Diode Array

no code yet • 8 Feb 2024

We present a compact spiking convolutional neural network (SCNN) and spiking multilayer perceptron (SMLP) to recognize ten different gestures in dark and bright light environments, using a $9. 6 single-photon avalanche diode (SPAD) array.

Resource-Efficient Gesture Recognition using Low-Resolution Thermal Camera via Spiking Neural Networks and Sparse Segmentation

no code yet • 12 Jan 2024

This work proposes a novel approach for hand gesture recognition using an inexpensive, low-resolution (24 x 32) thermal sensor processed by a Spiking Neural Network (SNN) followed by Sparse Segmentation and feature-based gesture classification via Robust Principal Component Analysis (R-PCA).

EMG subspace alignment and visualization for cross-subject hand gesture classification

no code yet • 18 Dec 2023

Electromyograms (EMG)-based hand gesture recognition systems are a promising technology for human/machine interfaces.

Improving Unimodal Inference with Multimodal Transformers

no code yet • 16 Nov 2023

Interestingly, we also observe that optimization of the unimodal branches improves the multimodal branch, compared to a similar multimodal model trained from scratch.

Hand Gesture Classification on Praxis Dataset: Trading Accuracy for Expense

no code yet • 1 Nov 2023

In this paper, we investigate hand gesture classifiers that rely upon the abstracted 'skeletal' data recorded using the RGB-Depth sensor.

It's all about you: Personalized in-Vehicle Gesture Recognition with a Time-of-Flight Camera

no code yet • 2 Oct 2023

Despite significant advances in gesture recognition technology, recognizing gestures in a driving environment remains challenging due to limited and costly data and its dynamic, ever-changing nature.

EMGTFNet: Fuzzy Vision Transformer to decode Upperlimb sEMG signals for Hand Gestures Recognition

no code yet • 23 Sep 2023

In this paper, we propose the design of a Vision Transformer (ViT) based architecture with a Fuzzy Neural Block (FNB) called EMGTFNet to perform Hand Gesture Recognition from surface electromyography (sEMG) signals.