Author

H. M. Shahzad

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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

Open access Jul 2026

DEEP TRANSFER LEARNING FOR DERMOSCOPIC SKIN LESION CLASSIFICATION: BENCHMARKING XCEPTION, INCEPTIONRESNETV2, MOBILENETV3LARGE, DENSENET121, AND NASNETMOBILE

This research proves that transfer learning, systematic class balancing, and focal loss functions provide a computationally viable approach and highly effective method for automatic skin cancer classification, while also highlighting that the backbone architecture is the key factor that determines the effectiveness of...

Yusra Shafiq, H. M. Shahzad · Journal of innovative resear... · 0 citations