Original Research
Published
Diffusion-augmented contrastive learning for diabetic retinopathy severity classification
Ali Abidalkareem · Ali K. Ibrahim · Hanqi Zhuang
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1932259
Library
Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 17 articles
Original Research
Published
High performance white blood cell classification using ensemble CNNs with Monte Carlo dropout and conformal prediction for clinical uncertainty quantification
Shahid Mehmood · Abeer A. K. Alharbi · Mona Alkhattabi · Muhammad Adnan Khan · Muhammad Amir Khan
Frontiers in Medicine
doi 10.3389/fmed.2026.1959061
Original Research
Published
Deep-learning analysis suggests a facial image signal associated with low muscle mass in a clinical cohort enriched for chronic liver disease: a proof-of-concept study
Thomas Fuchs · Akhila Abdulnazar · Lavra Rebol · Peter Fickert · Thomas Gremsl · Vanessa Stadlbauer
Frontiers in Cell and Developmental Biology
doi 10.3389/fcell.2026.1964880
Original Research
Published
EfficientNet-CICA: a sports image classification model based on causal intervention channel attention
Junnan Yang · Shaocong Zhao
Frontiers in Physiology
doi 10.3389/fphys.2026.1905347
Original Research
Published
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
Original Research
Published
Classification of cystoid macular edema status from retinal vasculitis fluorescein angiography images using a convolutional neural network
Celina Wang · Koushani Chakrabarty · Stephen D. Anesi · Peter Y. Chang
Frontiers in Ophthalmology
doi 10.3389/fopht.2026.1901237
Original Research
Published
Analysis and generation of motion profiles from positive and negative human actions
Alessio Russo · Alessio Saccuti · Eleonora Iotti · Giuseppe Di Cesare
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1963524
Original Research
Published
Beyond segmentation accuracy: understanding model reliability and failure modes in ultrasound image analysis
Agathe Bricout · David Hardman · Scott Inglis · Stephen Pye · Carmel M. Moran
Frontiers in Medical Technology
doi 10.3389/fmedt.2026.1918432
Original Research
Published
NeuroFAIR curator: an AI-assisted framework for metadata enrichment, quality screening, curation prioritization, and FAIR readiness of brain tumor MRI data
Faizan Ullah · Zaheer Abbas · Mohmmad Abrar · Farhan Amin · N. Jon Shah
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1907796
Original Research
Published
Explainable and cyber-resilient vision transformers for joint steering and collision-avoidance perception in autonomous drone navigation: a multi-task Grad-CAM framework
Chinyere Grace Kennedy · Mukiibi Moses · Simeon Okechukwu Ajakwe
Frontiers in Future Transportation
doi 10.3389/ffutr.2026.1923890
Original Research
Published
An explainable digital twin framework for structural health monitoring: decision-level fusion of vibration and image diagnostics using SHAP and Grad-CAM
V. Kastro Kiran · Ranjitha B. Tangadagi · M. Manjunatha
Frontiers in Built Environment
doi 10.3389/fbuil.2026.1954260
Original Research
Published
Explainable deep learning with novel marine domain metrics for oil spill detection
Tokula I. Umaha · Felix Ale · Ikpaya D. Ikpaya · John A. Momoh · Steve A. Adeshina · Humbulani Simon Phuluwa · Ilesanmi A. Daniyan
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1919085
Original Research
Published
Identification of eye diseases with small fundus image datasets using a new unsupervised deep learning approach
Al Rafi Aurnob · Sharia Arfin Tanim · Farook Sattar
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1769553
Original Research
Published
An explainable AI-driven hybrid SE-transformer architecture for robust knee osteoporosis classification from X-ray data
Sudhir Kumar Sangula · Siddique Ibrahim S. P.
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1853106
Original Research
Published
A quantitative framework for explainability assessment in medical imaging
Raimondo Fanale · Roberto Caldelli · Barbara Martini · Filippo Sciarrone
Frontiers in Imaging
doi 10.3389/fimag.2026.1846414
Original Research
Published
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
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