Articles

Showing 30 articles

• Original Research

  Published 8 October 2026

  Multimodal classification of skin lesions based on lightweight gated low-rank hyper-fusion network

  Ke Wang · Tao Zhang · Xingqi Liu · Jiancun Zhou · Qian He · Jianxin He

  Frontiers in Digital Health

  doi 10.3389/fdgth.2026.1947161

• Review

  Published 7 October 2026

  Transformers for fMRI analysis: from spatiotemporal modeling to brain foundation models

  Xiaomin Yang · Yue Li · Xue Zhang · Bocheng Wang

  Frontiers in Neuroinformatics

  doi 10.3389/fninf.2026.1869687

• Original Research

  Published 2 October 2026

  Object detection for autonomous driving environmental perception and its applications

  Xu Xu · Yang Liu · Huijun Yao

  Frontiers in Mechanical Engineering

  doi 10.3389/fmech.2026.1940224

• Original Research

  Published 30 September 2026

  Scaling spatiotemporal transformers for regional food security: a tri-stream latent-dynamic approach to pre-harvest yield and price forecasting

  Wirba Pountianus Berinyuy · Mvogo Ngono Joseph · Noumsi Woguia Auguste Vigny · Verdzekov Emile Tatinyuy · ELE Pierre

  Frontiers in Earth Science

  doi 10.3389/feart.2026.1895667

• Original Research

  Published 29 September 2026

  Patient classification using single-cell RNA-sequencing data with deep learning convolutional neural networks

  Anastasis Oulas · Nestoras Karathanasis · Theodosios Lampadarios · Raphael Antartis · George M. Spyrou

  Frontiers in Bioinformatics

  doi 10.3389/fbinf.2026.1919127

• Original Research

  Published 28 September 2026

  Feature attention model for soil-geocomposite interface strength

  Peng Tang · Zhilin Wu · Siyu Gu · Jiaming Zhao · Peng Cui

  Frontiers in Earth Science

  doi 10.3389/feart.2026.1839550

• Original Research

  Published 22 September 2026

  AI-Accelerated blockchain architecture for efficient and secure electronic healthcare record exchange

  Nagaraj Segar · Vijayarajan Vijayan

  Frontiers in Blockchain

  doi 10.3389/fbloc.2026.1905158

• Perspective

  Published 21 September 2026

  Using a surrogate human digital twin to model embodied perception and cognition for neuroergonomics

  Tajbeed A. Chowdhury · Alexander L. Francis · Daniel J. Strauss

  Frontiers in Neuroergonomics

  doi 10.3389/fnrgo.2026.1939412

• Original Research

  Published 8 September 2026

  Design of a transfer learning fault identification model based on a Markov field and an improved DarkNet

  Wenhao Liu · Hong Jiang

  Frontiers in Mechanical Engineering

  doi 10.3389/fmech.2026.1883839

• Original Research

  Published 1 September 2026

  GasGAT: a graph attention network framework for smart contract gas optimization

  Youssef Said · Al Mahdi Khaddar · Lahcen Hassine · Ahmed Eddaoui · Tarik Chafiq

  Frontiers in Blockchain

  doi 10.3389/fbloc.2026.1838214

• Original Research

  Published 25 August 2026

  A hardware clock bias correction method for satellite on-board timing modules using a channel-independent PatchTST and TCN-attention-GRU hybrid network

  Kun Xie · Mingshuo Liu · Shaohui Li · Chenglin Cai

  Frontiers in Astronomy and Space Sciences

  doi 10.3389/fspas.2026.1915192

• Original Research

  Published 20 August 2026

  A cognitively inspired feature-level fusion framework for interpretable retail sales forecasting using integration of extreme gradient boost machine, artificial neural network and attention mechanism model

  Munienge Mbodila · Omobayo Ayokunle Esan

  Frontiers in Big Data

  doi 10.3389/fdata.2026.1889044

• Original Research

  Published 18 August 2026

  HSD-Net: a dual-branch CNN-BiLSTM network with hybrid cepstral fusion for heart sound classification

  Caijian Hua · Ye Tian · Liuying Li · Xia Zhou

  Frontiers in Medical Technology

  doi 10.3389/fmedt.2026.1883548

• Original Research

  Published 31 July 2026

  Dual-domain transformer-based learned primal-dual reconstruction for PET imaging

  Anton Adelöw · Hamidreza Rashidykanan · Alessandro Guazzo · Massimiliano Colarieti-Tosti

  Frontiers in Nuclear Medicine

  doi 10.3389/fnume.2026.1885873

• Original Research

  Published 9 July 2026

  An attention-based transfer learning framework for breast cancer classification in mammography under limited data conditions

  Niketa Banyal · Aman Kumar

  Frontiers in Medical Technology

  doi 10.3389/fmedt.2026.1842859

• Original Research

  Published 9 July 2026

  LiteMamba-Synth: lightweight state space models for efficient 3T-to-7T MRI translation

  Zhengrui Zhang · Jie Dong · Haoting Yang · Zehong Chen

  Frontiers in Neuroanatomy

  doi 10.3389/fnana.2026.1886476

• Original Research

  Published 6 July 2026

  Cross-Domain TransNet for sparse-view CT reconstruction

  Junling Wang · Chunhua Zou · Hongjie Yang · Peixi Liao · Xiaojun Mo · Yingcui Gao · Yanan Ning · Jiahao Lai

  Frontiers in Nuclear Medicine

  doi 10.3389/fnume.2026.1711533

• Original Research

  Published 19 June 2026

  SwinPyramidNet: a deep learning network for pear leaf disease classification using hybrid convolutional feature pyramids and swin transformer

  Tejas Sharma · Nikhil Shinde · J. Mukundh · R. Karthik · K. Suganthi

  Frontiers in Signal Processing

  doi 10.3389/frsip.2026.1821900

• Original Research

  Published 10 June 2026

  Research on leakage detection and location method of natural gas pipeline under strong noise condition

  Yifei Gao · Huiying Zhang

  Frontiers in Acoustics

  doi 10.3389/facou.2026.1840924

• Original Research

  Published 8 June 2026

  ST-HADP: Spatio-Temporal hierarchical attention diffusion policy for long-horizon generalizable bimanual visuomotor imitation

  Xukun Liu · Fengjuan Xie · Shibo Liu · Xu Sun · Zhenyu Liu · Guangning Li · Shenggang Wei

  Frontiers in Neurorobotics

  doi 10.3389/fnbot.2026.1846433

• Original Research

  Published 3 June 2026

  Research on embodied agent multimodal perception and real-time path planning algorithms for complex unstructured environments

  Hexuan Ren

  Frontiers in Neurorobotics

  doi 10.3389/fnbot.2026.1846108

• Original Research

  Published 13 May 2026

  Multi-scale pyramid spatial atrous channel attention enhanced ResNet50V2 for explainable pulmonary fibrosis diagnosis

  K. Mahapackialakshmi · G. Jaffino

  Frontiers in Signal Processing

  doi 10.3389/frsip.2026.1787092

• Original Research

  Published 24 April 2026

  HarmoAtt-IK: an adaptive multimodal feature fusion network for real-time neural inverse kinematics

  Xukun Liu · Fengjuan Xie · Yu Liu · Jiaqiu Song

  Frontiers in Neurorobotics

  doi 10.3389/fnbot.2026.1769924

• Original Research

  Published 12 March 2026

  CBAM-enhanced lightweight CNN for wafer map defect classification

  Mst. Rokeya Khatun · Fahmid Al Farid · Sharith Dhar · Md. Saiful Islam · Jia Uddin · Hezerul bin Abdul Karim

  Frontiers in Electronics

  doi 10.3389/felec.2026.1750707

• Original Research

  Published 4 March 2026

  State estimation of lithium-ion batteries via electrochemical features and self-attention networks

  Jinman Li · Yuxiao Wu

  Frontiers in Batteries and Electrochemistry

  doi 10.3389/fbael.2026.1795223

• Original Research

  Published 18 February 2026

  A hybrid neural network integrating attention mechanism for time series and non-time series multi-factor electric vehicle energy consumption prediction

  Wenqiang Zhang · Ruisheng Chai · Mingzhe Li · Yashuang Mu · Peng Li · Mitsuo Gen

  Frontiers in Industrial Engineering

  doi 10.3389/fieng.2026.1769776

• Original Research

  Published 5 December 2025

  Research on insulator contamination component identification based on neural network

  Yi Luo · Jin Liu · Yanyi Wang · Zijie Mei · Xuandong Liu

  Frontiers in Electronics

  doi 10.3389/felec.2025.1680502

• Communications and Networks

  Published 17 October 2025

  Intelligent path selection algorithm for tactical communication networks enhanced by link state awareness

  Yigang Shen · Lei Xie · Ming Li

  Frontiers in Communications and Networks

  doi 10.3389/frcmn.2025.1635982

• Electronics

  Published 21 August 2025

  A hybrid LSTM–transformer model for accurate remaining useful life prediction of lithium-ion batteries

  Tianren Zhao · Yanhui Zhang · Minghao Wang · Wei Feng · Shengxian Cao · Gong Wang

  Frontiers in Electronics

  doi 10.3389/felec.2025.1654344

• Imaging

  Published 19 April 2024

  ChestBioX-Gen: contextual biomedical report generation from chest X-ray images using BioGPT and co-attention mechanism

  Mohammed Yasser Ouis · Moulay A. Akhloufi

  Frontiers in Imaging

  doi 10.3389/fimag.2024.1373420