Author

M. S. I. Sumon

2 papers indexed here

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Sep 2026

Atherosclerosis diagnosis from magnetic resonance images: an empirical approach to automate carotid vessel wall segmentation and feature-based prediction.

The proposed hybrid DL-ML pipeline provides an accurate, interpretable, and clinically feasible solution for automated carotid atherosclerosis diagnosis and demonstrates that improved segmentation significantly enhances classification performance.

Sriman Bidhan Baray, R. Sarmun, M. Islam et al. · Physical and Engineering Sci... · 0 citations

Review Open access Jul 2026

Machine learning-enabled label-free SERS for microbial sensing: Toward robust, generalizable, and deployable workflows.

Label-free surface-enhanced Raman spectroscopy (SERS) combined with machine learning (ML) provides a rapid, reagent-light approach to microbial detection, identification, and phenotyping. Translation remains limited, however, by variability in sample preparation, substrates, acquisition conditions, preprocessing, and v...

S. Mahmud, Md. Sakib Bin Islam, M. Naznine et al. · Talanta: The International J... · 0 citations