Review on Pneumonia Detection from Chest X-Ray

Detecting Pneumonia from Chest X-Rays. Pneumonia disproportionately affects those who have poor access to healthcare, particularly in rural and underdeveloped areas.Both public health activities and patient outcomes can be greatly impacted by accurate diagnoses.Including varied demographics, imaging conditions, and clinical sources improves generalizability and accuracy, ensuring the model performs well across different patient populations.Dataset diversity is vital for reliable pneu-monia detection using vision transformers. Limited diversity can lead to biased models that fail in real-world settings.Automated diagnostic tools have the potential to save lives and enhance the capacities of healthcare providers.