Oral Cancer Diagnosis Using Histopathology Images: An Explainable Hybrid Transformer Framework
Francis Rudra D Cruze, Jeba Wasima, Md Faruk Hosen, Mohammad Badrul Alam Miah, Zia Muhammad, Fuyad Al Masud
MDPI Technologies
Exploring the frontiers of AI and machine learning through academic research and publications.
Academic Work
Francis Rudra D Cruze, Jeba Wasima, Md Faruk Hosen, Mohammad Badrul Alam Miah, Zia Muhammad, Fuyad Al Masud
MDPI Technologies
Mst. Mostary Khatun, Francis Rudra D Cruze, Mst. Amina Khatun, Md Faruk Hosen, Muhammad Shahin Uddin, Monir Morshed
Network Modeling Analysis in Health Informatics and Bioinformatics
Francis Rudra D Cruze, Md Faruk Hosen, Mohammad Badrul Alam Miah, A. S. M. Sanwar Hosen
PLOS ONE
Md Faruk Hosen, S. M. Hasan Mahmud, Francis Rudra D Cruze, Dr. Goh Kah Ong Michael, Dr. Hosney Jahan, Dr. Watshara Shoombuatong
Scientific Reports
Francis Rudra D Cruze, S. M. Hasan Mahmud, Md Faruk Hosen, G. K. O. Michael, Dr. Hosney Jahan
PeerJ
Umme Wali Shilpa, Md Rafiqul Alam Asif, Jeba Wasima, Francis Rudra D Cruze, Md Faruk Hosen
2026 5th International Conference on Electrical, Computer & Telecommunication Engineering (ICECTE), Rajshahi, Bangladesh
Francis Rudra D Cruze, Arifa Khatun, Md Faruk Hosen, Mohammad Sarwar Hossain Mollah, Md Nasimul Kader, Md Saddam Uddin
2025 International Conference on Electrical, Computer and Communication Engineering (ECCE), Chittagong, Bangladesh
Francis Rudra D Cruze, Md Faruk Hosen, Md Suhag Ali, Mohammad Sarwar Hossain Mollah, Md Saddam Uddin, Mainuddin Morshed
2024 2nd International Conference on Information and Communication Technology (ICICT), Dhaka, Bangladesh
Jeba Wasima, Md Faruk Hosen, Francis Rudra D Cruze, Md Nasimul Kader, Mohammad Sarwar Hossain Mollah, Md Saddam Uddin
2024 27th International Conference on Computer and Information Technology (ICCIT), Cox's Bazar, Bangladesh
Jeba Wasima, Francis Rudra D Cruze, Md Faruk Hosen, Md Suhag Ali, Md Nasimul Kader
2nd International Conference on Quantum Photonics, Artificial Intelligence & Networking (QPAIN-2026)
Rakibul Hasan Nirob, Mohammad Sarwar Hossain Mollah, Jeba Wasima, Md Ruhul Kuddus, Francis Rudra D Cruze
28th International Conference on Computer and Information Technology (ICCIT-2025)
Rakibul Hasan Nirob, Jeba Wasima, Francis Rudra D Cruze, Fizar Ahmed, Md Nasimul Kader
11th IEEE International Women in Engineering (WIE) Conference on Electrical and Computer Engineering (WIECON-ECE-2025)
Sorifa Alam, Francis Rudra D Cruze, Rakibul Hasan Nirob, Md Ruhul Kuddus
11th IEEE International Women in Engineering (WIE) Conference on Electrical and Computer Engineering (WIECON-ECE-2025)
Francis Rudra D Cruze, Jeba Wasima, Md Faruk Hosen
DIU-DoR Poster Presentation · Division of Research · Daffodil International University
Acute lymphoblastic leukemia classification poses a significant diagnostic challenge, requiring accurate differentiation between benign hematogones and malignant lymphoblast subtypes. This study presents a novel four-phase deep learning framework for automated peripheral blood smear image analysis. It integrates Reinhard stain normalization, CLAHE contrast enhancement, Attention U-Net segmentation, and a HybridCN-NAS feature extractor combining ConvNeXt and NASNet Large architectures. Multi-head self-attention classification was applied to 3,256 images from 89 patients across four cellular classes. Additional components include multiscale enhancement, watershed segmentation, z-score normalization, and mRMR feature selection. The model achieved 99.92% accuracy, 99.64% AUC, and 99.79% MCC. A web-based diagnostic system provides real-time, interpretable, confidence-weighted predictions.
Francis Rudra D Cruze, S. M. Hasan Mahmud, Md Faruk Hosen
Applied Intelligence and Informatics (AII 2025), USA
Francis Rudra D Cruze, Jeba Wasima, Md Faruk Hosen, Hafizul Islam, Md Nasimul Kader, Mohammad Sarwar Hossain Mollah
International Conference on Big Data, IoT and Machine Learning (BIM-2025)
Maiesha Haque Lira, Francis Rudra D Cruze, Md Faruk Hosen, Md Suhag Ali, Md Nasimul Kader, Mohammad Sarwar Hossain Mollah
International Conference on Big Data, IoT and Machine Learning (BIM-2025)
Rakibul Hasan Nirob, Francis Rudra D Cruze, Md Faruk Hosen, Fizar Ahmed, Md Nasimul Kader
International Conference on Intelligent Data Analysis and Applications (IDAA-2025)
Jeba Wasima, Francis Rudra D Cruze, Md Faruk Hosen, Fizar Ahmed, Mohammad Sarwar Hossain Mollah
International Conference on Intelligent Data Analysis and Applications (IDAA-2025)
Seaum Insaniat Swapnil, Md Ahsan Aftab Fahim, Md Mehedi Hasan, Francis Rudra D Cruze, Israt Jahan, Ahmed Wasif Reza
4th International Conference on Innovations in Data Analytics (ICIDA 2025)
Academic Service
Contributing to the academic community through peer review and editorial work.
Public Library of Science
2022
Constraints Are All You Need: Exploring AI-powered Landing Page Design