Recent Advances in Computer-Aided Medical Diagnosis Using Machine Learning Algorithms With Optimization Techniques. - Taki Hasan Rafi; Raed M. Shubair; Faisal Farhan; Md. Ziaul Hoque; Farzana Quayyum (IEEE Access, 2021)

Retinex model based stain normalization technique for whole slide image analysis. - Md. Ziaul Hoque; Anja Keskinarkaus; Pia Nyberg; Tapio Seppänen (Comput. Medical Imaging Graph., 2021)

Whole slide image registration via multi-stained feature matching. - Md. Ziaul Hoque; Anja Keskinarkaus; Pia Nyberg; Taneli Mattila; Tapio Seppänen (Comput. Biol. Medicine, 2022)

SAM: Self-augmentation mechanism for COVID-19 detection using chest X-ray images. - Usman Muhammad; Md. Ziaul Hoque; Mourad Oussalah 002; Anja Keskinarkaus; Tapio Seppänen; Pinaki Sarder (Knowl. Based Syst., 2022)

Patch-Based Discriminative Learning for Remote Sensing Scene Classification. - Usman Muhammad; Md. Ziaul Hoque; Weiqiang Wang; Mourad Oussalah 002 (Remote. Sens., 2022)

Deep Ensemble Learning with Frame Skipping for Face Anti-Spoofing. - Usman Muhammad; Md. Ziaul Hoque; Mourad Oussalah 002; Jorma Laaksonen (IPTA, 2023)

Saliency-based Video Summarization for Face Anti-spoofing. - Usman Muhammad; Mourad Oussalah 002; Md. Ziaul Hoque; Jorma Laaksonen (CoRR, 2023)

Invasion depth estimation of carcinoma cells using adaptive stain normalization to improve epidermis segmentation accuracy. - Md. Ziaul Hoque; Anja Keskinarkaus; Pia Nyberg; Hongming Xu 002; Tapio Seppänen (Comput. Medical Imaging Graph., 2023)

Stain normalization methods for histopathology image analysis: A comprehensive review and experimental comparison. - Md. Ziaul Hoque; Anja Keskinarkaus; Pia Nyberg; Tapio Seppänen (Inf. Fusion, 2024)