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Author

Md Sakawat Hossain

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2 papers indexed here

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Open access Oct 2026

What Matters for Lightweight Multi-Label Chest X-Ray Classification? A Controlled Multi-Seed Study of Attention, Loss, Width and Resolution

Attention modules and imbalance-aware losses are often credited with gains in multi-label chest X-ray classification, but their effects are seldom separated from training length, model width, input resolution and seed-to-seed variation. We integrate three existing components, squeeze-and-excitation (SE) channel attenti...

Md Sakawat Hossain, Mst Kamrun Nahar Borsha · 0 citations
Oct 2026

High-Accuracy Multi-Class Lung and Colon Histopathology Classification Utilizing Deep Transfer Learning with EfficientNet-B7

Automated histopathological analysis plays an increasingly vital role in modern oncological diagnostics, offering objective decision support alongside clinical pathology workflows. In this study, we present a deep transfer learning framework leveraging the scaled EfficientNet-B7 architecture to perform unified five-cla...

Md Sakawat Hossain, R. Ruhe, Mst Kamrun Nahar Borsha · 0 citations

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