Original ResearchPublished 9 October 2026A multi-class fundus disease classification framework based on self-supervised contrastive learning and dual-branch networkLili Cai · Keke Hou · Zhong Mo · Shining DingFrontiers in Medicinedoi 10.3389/fmed.2026.1932626
ReviewPublished 7 October 2026Transformers for fMRI analysis: from spatiotemporal modeling to brain foundation modelsXiaomin Yang · Yue Li · Xue Zhang · Bocheng WangFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1869687
Original ResearchPublished 27 August 2026Interpretable self-supervised transformers for resting-state EEG analysis in Alzheimer's diseaseSyeda Shamaila Zareen · Nada Alzaben · Usman Ahmad · Talha Mahboob Alam · Asaad Algarni · Junsong WangFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1899573
Original ResearchPublished 12 August 2026EEG-fNIRS self-supervised emotion recognition method based on dual-stream Siamese networkYuGuo Wang · Honglin Wang · Ze Wang · Yan WuFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1894506
Original ResearchPublished 29 July 2026FedAD: adaptive federated disentanglement for domain generalization in unlabeled medical imagingSwetha Kodhandaraman · Hemalatha K · Anandita Prabhakar · Shreyas KempapuramFrontiers in Radiologydoi 10.3389/fradi.2026.1829701
Original ResearchPublished 24 July 2026Image-conditioned latent rectified flow models for 3D medical anomaly localisationMatthew Baugh · Johanna P. Müller · Sarah Cechnicka · Kexin Gu Baugh · John Bonnici · James Myles · Bernhard KainzFrontiers in Radiologydoi 10.3389/fradi.2026.1847193
Original ResearchPublished 14 July 2026Sustainable field-scale detection of walnut pests and diseases using deep transfer learning under changing-climatic conditionsKhalil Ahmed · Mithilesh Kumar Dubey · Shafat KhanFrontiers in Horticulturedoi 10.3389/fhort.2026.1833509
ReviewPublished 29 April 2026Physiological sensing for situational awareness: a theory-driven integrative review of multimodal and unsupervised approaches for visual search and human–autonomy teamingHicham Sekkati · Timothy Lam · Jean-Francois Lapointe · Luc Belliveau · Sebin ImFrontiers in Neuroergonomicsdoi 10.3389/fnrgo.2026.1797540
ImagingPublished 20 June 2024Intra-video positive pairs in self-supervised learning for ultrasoundBlake VanBerlo · Alexander Wong · Jesse Hoey · Robert ArntfieldFrontiers in Imagingdoi 10.3389/fimag.2024.1416114
ImagingPublished 1 March 2024Self-supervised representation learning of filtration barrier in kidneyGerman Sergei · David Unnersjö-Jess · Linus Butt · Thomas Benzing · Katarzyna BozekFrontiers in Imagingdoi 10.3389/fimag.2024.1339770
