National Pedagogical University of Uzbekistan

GLA-DesnowNet: A Lightweight Hybrid CNN–Transformer Architecture for Image Snow Removal

Single-image snow removal remains a challenging, ill-posed inverse problem in computer vision due to the highly variable appearance of snow degradation. Existing CNN-based methods are limited by local receptive fields and cannot model globally distributed snow patterns, while Tra...

Multistream Vision Transformer Fusion with Stain-Physics Priors for Reliable Colorectal Histopathology Classification

Discriminating hyperplastic polyps from sessile serrated adenomas (SSA) in colorectal histopathology is clinically consequential, with documented interpathologist agreement of only κ≈0.56. Existing deep‑learning approaches treat hematoxylin and eosin (H&E) images as entangled RGB...