Open access
Jul 2026
Ulcerative Colitis Detection and Severity Prediction Using a Hybrid Deep Learning Model
This proposed model uniquely combines- Local convolutional features via ResNet-50, Global contextual features via Vision Transformer, and Handcrafted clinical texture descriptors (GLCM + LBP) and addresses the core limitations of single-architecture models that tend to either underfit local texture patterns or miss long-range spatial dependencies.
S. Dhole, C. More, Anuradha S. Nigade et al.
· International Journal of Ele... · 0 citations