Author

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

A novel federated transfer learning framework for accurate classification of renal abnormalities using 12,446 kidney CT scan images and simultaneously preserves data privacy is proposed, highlighting its potential for deployment in distributed clinical environments for kidney disease diagnosis.

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