Author

Nitesh Chilakala

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Conference Aug 2026

Quality-Governed Deep Learning Network for Brain Tumor MRI Segmentation

The segmentation of brain tumors from magnetic resonance imaging (MRI) is an essential step for computeraided neuro-oncology, treatment planning and follow-up. While U-Net and Attention U-Net achieve effective encoder-decoder representations, the skip connections in these networks can produce low-contrast or noisy resp...

A. Saiyed, Nitesh Chilakala, Jimmy Joseph et al. · International Conference Com... · 0 citations

Open access 2026

A Comprehensive Evaluation of Generative Models for Privacy-Preserving Synthetic Student Data

This work compares three synthesis paradigms, statistical, adversarial, adversarial, and diffusion-based, on two benchmarks and provides task-driven guidance for selecting a synthesizer in learning analytics.

Divine Iloh, Grace Oku, Shaozhi Jiang et al. · IEEE Access · 0 citations