Publications

Cauli-Det: enhancing cauliflower disease detection with modified YOLOv8

Q1Scopus Indexed

Published in Frontiers in Plant Science, Vol. 15, 2024

A modified YOLOv8 architecture for multi-class cauliflower disease detection and localization from smartphone-captured images, achieving 91.1% mAP across three disease categories.

DOI: https://doi.org/10.3389/fpls.2024.1373590

Using Cooperative Multi-Agent Reinforcement Learning for Mammogram ROI Classification

Published in 2023 4th International Conference on Data Analytics for Business and Industry (ICDABI), IEEE, 2023

A cooperative multi-agent reinforcement learning framework where agents independently observe regions of mammogram images, communicate, and reach consensus for breast cancer classification.

DOI: https://doi.org/10.1109/ICDABI60145.2023.10629500

Enhancing Breast Cancer Detection Systems: Augmenting Mammogram Images Using Generative Adversarial Networks

Scopus Indexed

Published in Data-Driven Clinical Decision-Making Using Deep Learning in Imaging (Studies in Big Data, Vol. 152), Springer, 2024

A generator–discriminator GAN architecture to synthesize breast-cancer ROI images, augmenting sparse mammogram datasets to support downstream classification model training.

DOI: https://doi.org/10.1007/978-981-97-3966-0_9