Original ResearchPublished 12 October 2026Diffusion-augmented contrastive learning for diabetic retinopathy severity classificationAli Abidalkareem · Ali K. Ibrahim · Hanqi ZhuangFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1932259
Original ResearchPublished 12 October 2026High performance white blood cell classification using ensemble CNNs with Monte Carlo dropout and conformal prediction for clinical uncertainty quantificationShahid Mehmood · Abeer A. K. Alharbi · Mona Alkhattabi · Muhammad Adnan Khan · Muhammad Amir KhanFrontiers in Medicinedoi 10.3389/fmed.2026.1959061
Original ResearchPublished 12 October 2026A study on the identification of wheat powdery mildew using chlorophyll fluorescence imagingYijia Chen · Chengyuan Hao · Zhiyu Li · Xupeng An · Jingxiang Huang · Xinchang Chen · Shidong Wang · Zhichao ChenFrontiers in Plant Sciencedoi 10.3389/fpls.2026.1837843
Original ResearchPublished 12 October 2026EfficientNet-CICA: a sports image classification model based on causal intervention channel attentionJunnan Yang · Shaocong ZhaoFrontiers in Physiologydoi 10.3389/fphys.2026.1905347
Original ResearchPublished 5 October 2026Spatial attention–driven hybrid Vision Transformers for automated classification of crown-of-thorns starfish in coral reef ecosystemsYogasrinithi P. · Manikandan P. · Vasugi K.Frontiers in Marine Sciencedoi 10.3389/fmars.2026.1848601
Original ResearchPublished 14 September 2026Deep learning-based classification of wet direct seeded rice, broadcasted direct seeded rice and transplanted rice using drone imagery for precision agricultureAmrutha Lakshmi Gubbala · Santosha Rathod · Ramesh Dasyam · Mahender Kumar Rapolu · Arun Kumar Dasari · Pundarikakshudu Kurra · Hanuma Raviteja Madireddy · Prajwal R. Shashishekhar · Ravi V. Mural · Anil Kumar · Raman Meenakshi SundaramFrontiers in Remote Sensingdoi 10.3389/frsen.2026.1698781
Mini ReviewPublished 10 September 2026Differentially private federated learning for image analysis in smart-city surveillanceNamrata Pandya · Dhrupa MistryFrontiers in Imagingdoi 10.3389/fimag.2026.1966936
Original ResearchPublished 10 September 2026Going deeper with morphologically detailed neural networks by simulation-based gradient propagationGan He · Kai Du · Tiejun HuangFrontiers in Computational Neurosciencedoi 10.3389/fncom.2026.1904220
Original ResearchPublished 3 September 2026Toward sustainable web design: Greenscan-AICO 2 R for AI-based carbon footprint optimization of websitesManoj D. S · Sankari M · Aruneswar Meera S · Jai Vinita LFrontiers in Sustainabilitydoi 10.3389/frsus.2026.1913543
Original ResearchPublished 19 August 2026Generating data ranges for species with merged kernels and aggregated polygons from georeferenced recordsBrice B. HanberryFrontiers in Conservation Sciencedoi 10.3389/fcosc.2026.1839361
Original ResearchPublished 12 August 2026Impact of quantization on various CNN architectures for bone fracture detectionSushil Krishnan · Yokesh Babu SundaresanFrontiers in Medical Technologydoi 10.3389/fmedt.2026.1892595
Original ResearchPublished 7 August 2026Automated detection of pulsating aurora using deep learning methodsFei Wu · Riley N. Troyer · Allison N. Jaynes · Yang Gao · Mary E. Haag · Jodie McLennan · Darren Chaddock · Eric Donovan · Kung-Sik ChanFrontiers in Astronomy and Space Sciencesdoi 10.3389/fspas.2026.1852793
Original ResearchPublished 21 July 2026Enhancing BNN storage and performance requirements via efficient quantization and variable encodingMarc Ordoñez · Franyell Silfa · Antonio GonzálezFrontiers in High Performance Computingdoi 10.3389/fhpcp.2026.1853655
Brief Research ReportPublished 15 July 2026Limited discriminative performance of endoscopic deep learning for Helicobacter pylori status assessment in gastric cancer patients: a retrospective studyWenyi Zhou · Yixing Wang · Yuhong Wang · Yongluo Jiang · Wencan He · Binbin XuFrontiers in Gastroenterologydoi 10.3389/fgstr.2026.1878650
Original ResearchPublished 8 July 2026Neutrosophic soft-computing ensemble for high-accuracy satellite image scene classificationEzhilmaran Devarasan · Maxime Mahieu Josse · Sm Arun · V. Vishal · Bapathu Koushika · Abhyuday Singh · Jenisha RachelFrontiers in Remote Sensingdoi 10.3389/frsen.2026.1882437
Original ResearchPublished 26 June 2026An explainable AI-driven hybrid SE-transformer architecture for robust knee osteoporosis classification from X-ray dataSudhir Kumar Sangula · Siddique Ibrahim S. P.Frontiers in Signal Processingdoi 10.3389/frsip.2026.1853106
Original ResearchPublished 13 May 2026Multi-scale pyramid spatial atrous channel attention enhanced ResNet50V2 for explainable pulmonary fibrosis diagnosisK. Mahapackialakshmi · G. JaffinoFrontiers in Signal Processingdoi 10.3389/frsip.2026.1787092
Original ResearchPublished 23 April 2026Interpretable vision mamba for SAR images classificationKaiming Zou · Ningbo He · Leijun Yao · Jialin Li · Yongfeng WangFrontiers in Neuroroboticsdoi 10.3389/fnbot.2026.1753927
ReviewPublished 9 March 2026From small brains to smart machines: translating Caenorhabditis elegans neural circuits into artificial intelligenceHe Liu · Panpan Zheng · Xuebin WangFrontiers in Neural Circuitsdoi 10.3389/fncir.2026.1731513
ImagingPublished 3 February 2025Vision transformers for automated detection of diabetic peripheral neuropathy in corneal confocal microscopy imagesChaima Ben Rabah · Ioannis N. Petropoulos · Rayaz A. Malik · Ahmed SeragFrontiers in Imagingdoi 10.3389/fimag.2025.1542128