A triple pronged approach for ulcerative colitis severity classification using multimodal, meta, and transformer based learning

Abstract Ulcerative colitis (UC) is a chronic inflammatory disorder necessitating precise severity stratification to facilitate optimal therapeutic interventions. This study harnesses a triple-pronged deep learning methodology—including multimodal inference pipelines that eliminate domain-specific t...

Full description

Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Md. Nasim Ahmed, Dipta Neogi, Muhammad Rafsan Kabir, Shafin Rahman, Sifat Momen, Nabeel Mohammed
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-07-01
Subjects:	Vision transformers (ViT) Multimodal models Few-shot Meta-learning
Online Access:	https://doi.org/10.1038/s41598-025-12827-5