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T. Bozkurt

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2026

Performance Disparities in Very Deep Super-Resolution Learning for Malignant versus Benign Breast Histopathological Images

VDSR networks enhance breast histopathological image resolution, but performance is significantly higher for malignant (PSNR=38dB, SSIM=0.992) than benign lesions (PSNR=36dB, SSIM=0.980), necessitating optimization. Prospective studies on segmentation and classification pipelines will support scalable AI-assisted pathology.

T. Bozkurt, Gokhan Ertas · 0 citations