Author

Meer Usman Amjad

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Open access Jul 2026

IMPACT OF IMAGE PREPROCESSING AND MODEL FINE-TUNING ON CHEST X-RAY BASED PNEUMONIA CLASSIFICATION

The results show that with proper preprocessing and selective fine-tuning, it is possible to enhance the performance of computer-aided pneumonia classification for reliability and accuracy.

Muhammad Ramzan Yasin, H. M. Shahzad, Meer Usman Amjad · Journal of innovative resear... · 0 citations