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Sai Sri Hemantha Konala

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#federated learning Open access Sep 2026

A robust privacy-preserving federated framework for kidney CT image classification using transfer learning models

Introduction Kidney abnormalities, including cysts, tumors, and stones, are the most common renal disorders that can lead to severe complications such as chronic kidney disease or renal failure. Deep learning-based medical image analysis offers an effective approach for the accurate classification of kidney abnormaliti...

Sai Sri Hemantha Konala, Srinivas Koppu · Frontiers in Artificial Inte... · 0 citations

Open access Aug 2026

Explainable and reliable kidney CT image classification using self-supervised DeiT-Tiny transformer

A novel two-stage deep learning architecture that integrates self-supervised representation learning with supervised classification for kidney CT image analysis using a publicly available kidney CT image dataset is introduced.

Sai Sri Hemantha Konala, Srinivas Koppu · Frontiers in Medicine · 0 citations