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Anuradha S. Nigade

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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. · 0 citations