Cover Image

Leveraging Convolutional Sparse Autoencoders for Robust Movement Classification from Low-Density sEMG

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hristov, Blagoj, Hadzi-Velkov, Zoran, Saneva, Katerina Hadzi-Velkova, Nadzinski, Gorjan, Latkoska, Vesna Ojleska
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Time2Vec Transformer for Robust Gesture Recognition from Low-Density sEMG
by: Hristov, Blagoj, et al.
Published: (2026)

Gradient Descent Methods for Regularized Optimization
by: Nikolovski, Filip, et al.
Published: (2024)

Directional Stockwell transform of distributions
by: Ferizi, Astrit, et al.
Published: (2024)

Convergence Rate Maximization for Split Learning-based Control of EMG Prosthetic Devices
by: Marinova, Matea, et al.
Published: (2024)

The directional short-time fractional Fourier transform of distributions
by: Ferizi, Astrit, et al.
Published: (2024)

Asymptotic analysis for generalized functions using frames
by: Buralieva, Jasmina Veta, et al.
Published: (2024)

An LSTM Feature Imitation Network for Hand Movement Recognition from sEMG Signals
by: Wu, Chuheng, et al.
Published: (2024)

Do Spatial Descriptors Improve Multi-DoF Finger Movement Decoding from HD sEMG?
by: Molinari, Ricardo Gonçalves, et al.
Published: (2025)

Wireless sEMG-IMU Wearable for Real-Time Squat Kinematics and Muscle Activation
by: Peralta, Marie Jose Perez, et al.
Published: (2025)

Effects of Inductor Parasitics on Loop Gain in Single‐Ended Common‐Drain Colpitts Oscillator
by: Filip Donchevski, et al.
Published: (2025)

Physics-Embedded Neural Networks for sEMG-based Continuous Motion Estimation
by: Heng, Wending, et al.
Published: (2025)

sEMG-based Fine-grained Gesture Recognition via Improved LightGBM Model
by: Qiao, Xiupeng, et al.
Published: (2024)

High-speed Low-consumption sEMG-based Transient-state micro-Gesture Recognition
by: Han, Youfang, et al.
Published: (2024)

From Continuous sEMG Signals to Discrete Muscle State Tokens: A Robust and Interpretable Representation Framework
by: Chen, Yuepeng, et al.
Published: (2026)

Heterogeneous Population Encoding for Multi-joint Regression using sEMG Signals
by: Baracat, Farah, et al.
Published: (2025)

MEET: Mixture of Experts Extra Tree-Based sEMG Hand Gesture Identification
by: Gehlot, Naveen, et al.
Published: (2024)

supDQN: Supervised Rewarding Strategy Driven Deep Q-Network for sEMG Signal Decontamination
by: Jena, Ashutosh, et al.
Published: (2024)

Characterizing the Effect of Electrode Shift & Sensor Reapplication on Common sEMG Features in Lower Limb Muscles
by: Douglas, Fraser, et al.
Published: (2024)

FORS-EMG: A Novel sEMG Dataset for Hand Gesture Recognition Across Multiple Forearm Orientations
by: Rumman, Umme, et al.
Published: (2024)

REACT: A Conditioning Framework for User-Adaptive sEMG Hand Pose Estimation
by: Xie, Eric, et al.
Published: (2026)

Confidence-Based Self-Training for EMG-to-Speech: Leveraging Synthetic EMG for Robust Modeling
by: Chen, Xiaodan, et al.
Published: (2025)

HDE-Array: Development and Validation of a New Dry Electrode Array Design to Acquire HD-sEMG for Hand Position Estimation
by: Rolandino, Giovanni, et al.
Published: (2025)

Physics-informed Deep Learning for Muscle Force Prediction with Unlabeled sEMG Signals
by: Ma, Shuhao, et al.
Published: (2024)

SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network
by: Guo, Weiyu, et al.
Published: (2024)

EMG Signal Classification for Neuromuscular Disorders with Attention-Enhanced CNN
by: Rahman, Md. Toufiqur, et al.
Published: (2023)

Low Power Neuromorphic EMG Gesture Classification
by: Bezugam, Sai Sukruth, et al.
Published: (2022)

Stationary and Sparse Denoising Approach for Corticomuscular Causality Estimation
by: Abbas, Farwa, et al.
Published: (2024)

EMGTTL: Transformers-Based Transfer Learning for Classification of ADL using Raw Surface EMG Signals
by: Kareemulla, Ashraf Ali, et al.
Published: (2024)

LowKeyEMG: Electromyographic typing with a reduced keyset
by: Lee, Johannes Y., et al.
Published: (2025)

SilentWear: an Ultra-Low Power Wearable System for EMG-based Silent Speech Recognition
by: Spacone, Giusy, et al.
Published: (2026)

Robust Partial Least Squares Using Low Rank and Sparse Decomposition
by: Abbas, Farwa, et al.
Published: (2024)

In-ear ECG Signal Enhancement with Denoising Convolutional Autoencoders
by: Occhipinti, Edoardo, et al.
Published: (2024)

Masked Autoencoder with Swin Transformer Network for Mitigating Electrode Shift in HD-EMG-based Gesture Recognition
by: Laamerad, Kasra, et al.
Published: (2024)

Inter-Subject Variance Transfer Learning for EMG Pattern Classification Based on Bayesian Inference
by: Yoneda, Seitaro, et al.
Published: (2025)

Towards Automated EEG-Based Epilepsy Detection Using Deep Convolutional Autoencoders
by: Stiehl, Annika, et al.
Published: (2025)

CPEP: Contrastive Pose-EMG Pre-training Enhances Gesture Generalization on EMG Signals
by: Cui, Wenhui, et al.
Published: (2025)

Temporal Convolutional Autoencoder for Interference Mitigation in FMCW Radar Altimeters
by: Thornton, Charles E., et al.
Published: (2025)

Leveraging Visibility Graphs for Enhanced Arrhythmia Classification with Graph Convolutional Networks
by: Oliveira, Rafael F., et al.
Published: (2024)

Efficient Convolutional Forward Modeling and Sparse Coding in Multichannel Imaging
by: Wang, Han, et al.
Published: (2024)

Robust Low-Cost Drone Detection and Classification in Low SNR Environments
by: Glüge, Stefan, et al.
Published: (2024)