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Author

Aashish Ghimire

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Preprint Sep 2026

A Comparative Study of GAN-Based Deep Learning Models for Pneumonia Detection in Chest X-Rays

This study evaluates pneumonia classification in chest X-rays using VGG19, MobileNetV2, ResNet50, and a custom CNN, and explores Generative Adversarial Network (GAN)-based synthetic data augmentation. MobileNetV2 achieved the highest reported accuracy of 88% with balanced class-wise performance. The custom CNN achieved...

Roshan Paudel, Aashish Ghimire, P. Acharya · 0 citations

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