Deep Learning-Driven Pneumonia Classification: Leveraging CNNModelsfor Multi-Cause Diagnosis from Chest X-rays

Research Paper Title" Deep Learning-Driven Pneumonia Classification: Leveraging CNNModelsfor Multi-Cause Diagnosis from Chest X-rays Journal: International Journal of Engineering and Techniques(IJET) Volume 11 Issue 1, February2025 This research presented a deep learning-based approach for diagnosing and classifying pneumonia into bacterial, viral, and fungal types using chest X-ray images. Leveraging publicly available datasets, we implemented and evaluated two powerful CNN architectures—ResNet-50 and DenseNet-121—to perform multi-class classification with a focus on clinical relevance and model interpretability.