Mrinal Mandal, University of Alberta

Research

Computer-aided Diagnosis Deep Learning Networks Digital Pathology Hardware Architecture Medical Image Analysis MRI Image Analysis

Latest papers

Frequency-Guided Cross-Modal Interaction for Multimodal Yeast Classification Based on Light-Scattering and Microscopy Images.
Journal of imaging · 2026 · senior author
Machine Learning-Assisted Classification of Pathogenic Yeasts Using Laser Light Scattering and Conventional Microscopy.
Journal of imaging · 2026
Deep Learning-Based Nuclei Segmentation and Melanoma Detection in Skin Histopathological Image Using Test Image Augmentation and Ensemble Model.
Journal of imaging · 2025 · senior author

All 23 publications

Latest funding

Image Analysis and Machine Learning Techniques for Computer-aided Diagnosis
NSERC · 2020 · Principal investigator
$168,000
Utilizing image analysis to identify path in closed structures
NSERC · 2019 · Principal investigator
$25,000
Development of Novel Computer-aided Diagnosis Systems
NSERC · 2014 · Principal investigator
$125,000

All 9 grants and awards

23 publications.

01

Frequency-Guided Cross-Modal Interaction for Multimodal Yeast Classification Based on Light-Scattering and Microscopy Images.

Cheng Z, Liu X, Shankarnarayan S, Gupta M, Rozmus W, Tsui YY, Charlebois DA, Mandal M

Journal of imaging2026Senior author

DOI: 10.3390/jimaging12060263 PMID: 42346926

02

Machine Learning-Assisted Classification of Pathogenic Yeasts Using Laser Light Scattering and Conventional Microscopy.

Liu X, Shankarnarayan S, Cheng Z, Gupta M, Rozmus W, Mandal M, Charlebois DA, Tsui YY

Journal of imaging2026

DOI: 10.3390/jimaging12030136 PMID: 41892938

03

Deep Learning-Based Nuclei Segmentation and Melanoma Detection in Skin Histopathological Image Using Test Image Augmentation and Ensemble Model.

Akbarpour M, Fazlollahiaghamalek H, Barati M, Hashemi Kamangar M, Mandal M

Journal of imaging2025Senior author

DOI: 10.3390/jimaging11080274 PMID: 40863484

04

Multi-wavelength multi-direction laser light scattering for cell characterization using machine learning-based methods.

Liu L, Islam MZ, Liu X, Gupta M, Rozmus W, Mandal M, Tsui YY

Cytometry. Part A : the journal of the International Society for Analytical Cytology2023

DOI: 10.1002/cyto.a.24771 PMID: 37309309

05

Detection of malignant melanoma in H&E-stained images using deep learning techniques.

Alheejawi S, Berendt R, Jha N, Maity SP, Mandal M

Tissue & cell2021Senior author

DOI: 10.1016/j.tice.2021.101659 PMID: 34634635

06

An unsupervised method for histological image segmentation based on tissue cluster level graph cut.

Xu H, Liu L, Lei X, Mandal M, Lu C

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society2021

DOI: 10.1016/j.compmedimag.2021.101974 PMID: 34481236

07

Integration of light scattering with machine learning for label free cell detection.

Yu Wan W, Liu L, Liu X, Wang W, Zahurul Islam M, Dong C, Garen CR, Woodside MT, Gupta M, Mandal M, Rozmus W, Yin Tsui Y

Biomedical optics express2021

DOI: 10.1364/boe.424357 PMID: 34221676

08

Skin Lesion Segmentation Using Deep Learning with Auxiliary Task.

Liu L, Tsui YY, Mandal M

Journal of imaging2021Senior author

DOI: 10.3390/jimaging7040067 PMID: 34460517

09

Automated proliferation index calculation for skin melanoma biopsy images using machine learning.

Alheejawi S, Berendt R, Jha N, Maity SP, Mandal M

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society2021Senior author

DOI: 10.1016/j.compmedimag.2021.101893 PMID: 33752078

10

Automatic skin lesion classification based on mid-level feature learning.

Liu L, Mou L, Zhu XX, Mandal M

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society2020Senior author

DOI: 10.1016/j.compmedimag.2020.101765 PMID: 32810817