High-Performance Computing-Based Brain Tumor Detection Using Parallel Quantum Dilated Convolutional Neural Network

Tummuluri Sree Pujitha, Kolli Rohitha, Karnati Nalini, Guttikonda Madhulatha, B. Sudharani, Jawad Ahmad Dar

2025

Abstract

We present a high-performance quantum computing-based model for brain tumor detection based on a Parallel Quantum Dilated Convolutional Neural Network (PQDCNN) framework. It uses Fuzzy Local Information C-Means (FLICM) clustering for better segmentation, to execute better than the normal K-means. The data preprocessing processes are median filtering and data augmentation. Deep fusion of FREAK descriptors, GLCM texture features, and deep CNN representations Our PQDCNN model achieves high classification performance on both datasets, outperforming state-of-the-art CNNs on BraTS2020 and Figshare datasets, showing the potential of quantum-inspired deep learning.

Paper Citation

in Harvard Style

Pujitha T., Rohitha K., Nalini K., Madhulatha G., Sudharani B. and Dar J. (2025). High-Performance Computing-Based Brain Tumor Detection Using Parallel Quantum Dilated Convolutional Neural Network. In Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25; ISBN 978-989-758-777-1, SciTePress, pages 836-843. DOI: 10.5220/0013906600004919

in Bibtex Style

@conference{icrdicct`2525,
author={Tummuluri Pujitha and Kolli Rohitha and Karnati Nalini and Guttikonda Madhulatha and B. Sudharani and Jawad Dar},
title={High-Performance Computing-Based Brain Tumor Detection Using Parallel Quantum Dilated Convolutional Neural Network},
booktitle={Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25},
year={2025},
pages={836-843},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013906600004919},
isbn={978-989-758-777-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Research and Development in Information, Communication, and Computing Technologies - ICRDICCT`25
TI - High-Performance Computing-Based Brain Tumor Detection Using Parallel Quantum Dilated Convolutional Neural Network
SN - 978-989-758-777-1
AU - Pujitha T.
AU - Rohitha K.
AU - Nalini K.
AU - Madhulatha G.
AU - Sudharani B.
AU - Dar J.
PY - 2025
SP - 836
EP - 843
DO - 10.5220/0013906600004919
PB - SciTePress