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Data-Driven Brain Tumor Classification Using CNNs with Trainable Gabor and LoG Feature Mining Layers

Ghada Atteia, Nabeel Ahmed Khan, Raed Alharthi, Abeer Aljohani, Shtwai Alsubai, Muhammad Umer, Cheng Cheng Orcid Logo

International Journal of Computational Intelligence Systems, Volume: 19, Issue: 1

Swansea University Author: Cheng Cheng Orcid Logo

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Published in: International Journal of Computational Intelligence Systems
ISSN: 1875-6883
Published: Springer Science and Business Media LLC 2026
Online Access: Check full text

URI: https://cronfa.swan.ac.uk/Record/cronfa71935
Keywords: Brain tumor classification; MRI imaging; Convolutional neural networks; Enhanced gabor filters; Laplacian of gaussian; Deep learning; Medical image analysis; Interpretability; Grad-CAM; Feature extraction
College: Faculty of Science and Engineering
Funders: Authors are funded by UKRI Grant EP/W020408/1. Princess Nourah bint Abdulrahman University Researchers Supporting Project number (PNURSP2026R748), Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia.
Issue: 1