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
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Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 28 articles
Original Research
Published
Vision normalizing flows for the probability-informed detection of banana diseases from in-field images
Alisa Prusokiene · Augustinas Prusokas · Renata Retkute
Frontiers in Plant Science
doi 10.3389/fpls.2026.1937900
Original Research
Published
Complex post-translational regulation of the plant shikimate pathway
María Belén Pascual · Eloy Rivas · Vanessa Castro-Rodriguez · Ana Ginés · Jorge El-Azaz · Fernando de la Torre
Frontiers in Plant Science
doi 10.3389/fpls.2026.1848534
Original Research
Published
Fine-tuning improves deep learning-based digital phenotyping of lettuce genetic resources
Eunju Lee · Yuseok Jeong · Hyo Jun Bae · Yoon-Jung Lee · Seong-Hoon Kim · Young-Wang Na · Hwan-suk Cheong · Inchan Choi
Frontiers in Plant Science
doi 10.3389/fpls.2026.1970840
Original Research
Published
A Vision Transformer-based few-shot learning approach for leaf disease classification
Nandhini Chokkalingam · Lakshmi Priya G · Chanthini Baskar · L Sumalatha
Frontiers in Agronomy
doi 10.3389/fagro.2026.1918022
Original Research
Published
Low-cost fine-tuning of SmolVLA with smoothness regularization and chunk-aware auxiliary supervision for language-conditioned manipulation
Chenkai He
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1890245
Original Research
Published
Enabling Quechua speech in humanoid social robots through fine-tuned neural TTS on the UBTech Walker Tienkung
Percy Castro-Mejia · William Atalaya-Urrutia · Alejandro Cruzata-Martinez · Erick Salazar-Montoya · Alberto Jimenez-Garcia · Juan Arcila-Diaz
Frontiers in Robotics and AI
doi 10.3389/frobt.2026.1909076
Original Research
Published
MambaGLA-NPC: a 3D framework integrating CNN and state space models for robust multi-center nasopharyngeal carcinoma segmentation
Wei Jin · Xiaobo Chen · Weifeng Jin · Hai Liao · Li Yu
Frontiers in Genome Editing
doi 10.3389/fgeed.2026.1954329
Review
Published
Precision engineering of upstream open reading frames for translational regulation and crop improvement
Linjie Xu · Jiaojiao Ren · Jinjie Zhu
Frontiers in Genome Editing
doi 10.3389/fgeed.2026.1818972
Original Research
Published
Locality and weight sharing shape Hebbian principal-component learning in biologically constrained visual models
Patrick Inoue · Florian Röhrbein · Andreas Knoblauch
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1943064
Original Research
Published
Evaluating large language models for domain-specific scholarly metadata classification
Muhammad Haris · Maryam Badar
Frontiers in Research Metrics and Analytics
doi 10.3389/frma.2026.1882130
Original Research
Published
Simultaneous retrieval of 13 phytoplankton pigments from Sentinel-3 OLCI using convolutional neural networks and transfer learning
Borja Sánchez-López · Marco Talone · Jesus Cerquides · Annalisa Di Cicco · Gonzalo Martínez-Fornos · Petra Slavinec
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1880618
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
Fine-tuning multilingual sentence transformers for low-resource skill-concept matching across Kazakh, Russian, and English
Sandugash Serikbayeva · Madina Sambetbayeva · Valiya Ramazanova · Aigerim Yerimbetova · Zhanar Lamasheva · Zhanna Sadirmekova · Ardak Batyrkhanov · Yersaiyn Mailybayev
Frontiers in Big Data
doi 10.3389/fdata.2026.1900836
Original Research
Published
VLM-guided retrieval augmented generation (RAG) for robot action prediction
Boris Kuster · Nikola Marić · Fatima Aziz · Boshko Koloski · Andrej Gams · Aleš Ude
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1894674
Methods
Published
Enhancing early diabetic retinopathy detection: a fine-tuned NASNet framework with robust validation and external generalization
Nisha R. · M.A.P. Manimekalai · K. Martin Sagayam · Syed Immamul Ansarullah · Sami Alshmrany · Shafat Khan · Khair UL Nisa
Frontiers in Ophthalmology
doi 10.3389/fopht.2026.1762381
Original Research
Published
EEG-fNIRS self-supervised emotion recognition method based on dual-stream Siamese network
YuGuo Wang · Honglin Wang · Ze Wang · Yan Wu
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1894506
Original Research
Published
Metaheuristic-optimized cross-modal attention networks for multimodal mental health assessment in college students
Wanying Liu · Cheng Qian
Frontiers in Systems Neuroscience
doi 10.3389/fnsys.2026.1847214
Review
Published
Leveraging large language models (LLMs) for GeoAI-enabled digital agro-advisory
Shalini Gakhar · Raj Kumar Singh
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1839369
Original Research
Published
Swin-Qwen3: a three-stage vision–language framework for automated radiology report generation with multi-agent verification
Hamida Abdaoui · Sabri Barbaria · Ahmed Al Kuwaiti · Noureddine Raouafi · Ridha Ben Salah · Hanene Boussi Rahmouni
Frontiers in Radiology
doi 10.3389/fradi.2026.1875905
Original Research
Published
Domain adaptation of large language models for additive manufacturing using retrieval-augmented generation and fine-tuning
Saiful Islam Sagor · Tania Haghighi · Md Rahatuzzaman · Anasheh Khecho · Minhaj Nur Alam · Jacob Zorn · Erina Baynojir Joyee
Frontiers in Manufacturing Technology
doi 10.3389/fmtec.2026.1875357
Original Research
Published
Multi-way radial consistency pre-training for event based optical flow
An Feng · Tao Wenyin
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1884626
Brief Research Report
Published
Limited discriminative performance of endoscopic deep learning for Helicobacter pylori status assessment in gastric cancer patients: a retrospective study
Wenyi Zhou · Yixing Wang · Yuhong Wang · Yongluo Jiang · Wencan He · Binbin Xu
Frontiers in Gastroenterology
doi 10.3389/fgstr.2026.1878650
Original Research
Published
Development of a deep learning model for intussusception using point-of-care ultrasound
Anand Thyagachandran · Brian Lefchak · Hema A. Murthy · Kelly R. Bergmann · Manu Madhok
Frontiers in Radiology
doi 10.3389/fradi.2026.1812587
Original Research
Published
DSPE-ViT: a lightweight vision transformer with dynamic sparse positional encoding for dense small object detection in UAV imagery
Liya Cai · Shuping Li
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1849093
Data Report
Published
OpenMP-annotated code dataset for large language model fine-tuning on parallel programming tasks
Nichole Etienne · Simon Garcia de Gonzalo · Dorian Arnold
Frontiers in High Performance Computing
doi 10.3389/fhpcp.2026.1771927
Plant Physiology
Published
Fine-tuning and remodeling of pectins play a key role in the maintenance of cell adhesion
Cyril Grandjean · Aline Voxeur · Salem Chabout · François Jobert · Laurent Gutierrez · Jérôme Pelloux · Gregory Mouille · Sophie Bouton
Frontiers in Plant Physiology
doi 10.3389/fphgy.2024.1441158
Imaging
Published
Self-supervised representation learning of filtration barrier in kidney
German Sergei · David Unnersjö-Jess · Linus Butt · Thomas Benzing · Katarzyna Bozek
Frontiers in Imaging
doi 10.3389/fimag.2024.1339770