Publications

Research Output

Google Scholar profile

14 results

2026Journal

Gestational stage prediction from cervical tissue analysis using imaging Mueller polarimetry data

Chae, S., Ajmal, A., Pei, J., Sanchez, A., Boonya-ananta, T., Rodriguez, A., Novikova, T., & Ramella-Roman, J. C.

arXiv preprint arXiv:2602.24139

DOI: 10.48550/arXiv.2602.24139
2026Journal

Intensity-based segmentation of tissue images using a U-Net with a pretrained ResNet-34 encoder: application to Mueller microscopy

Chae, S., Giammattei, D., Ajmal, A., Pei, J., Sanchez, A., Boonya-ananta, T., Rodriguez, A., Novikova, T., & Ramella-Roman, J.

arXiv preprint arXiv:2602.09787

DOI: 10.48550/arXiv.2602.09787
2025Journal

Retardance and depolarization of brain white matter for intraoperative delineation of brain tumors: experiments and simulations

Wang, M., Chae, S., Lukinsonė, V., Lucas, T., Rodríguez-Núñez, O., Gros, É., Hahne, C., Hewer, E., Maragkou, T., McKinley, R., Schucht, P., & Novikova, T.

Biomedical Optics Express, 16(12), 5261–5278

DOI: 10.1364/BOE.577075
2025Journal

Machine learning approach to 3×4 Mueller polarimetry for complete reconstruction of diagnostic polarimetric images of biological tissues

Chae, S., Huang, T., Rodríguez-Núñez, O., Lucas, T., Vanel, J. C., Vizet, J., et al., & Novikova, T.

IEEE Transactions on Medical Imaging, 44(9)

DOI: 10.1109/TMI.2025.3567570
2025Journal

Physical realizability test for partial Mueller matrix using supervised learning algorithms· In preparation

Chae, S., Wang, M., Albano, G., Lucas, T., Rodríguez-Núñez, O., Gros, É., Hahne, C., Schucht, P., Maragkou, T., McKinley, R., & Novikova, T.

In preparation

2026Book Chapter

Polarization-Sensitive Microscopy· Submitted

Novikova, T., Rodríguez-Núñez, O., Lucas, T., Chae, S.

Optical Techniques in Clinical Applications, Progress in Optical Science and Photonics, Springer Nature

2026Patent

Physics-Informed Machine Learning System and Method for Real-Time Extraction of Polarimetric Parameters from Complete and Partial Mueller Matrices

Novikova, T., Chae, S., & Chae, H.

EU Patent Application FR2604664

2026Proceedings

Collagen quantification using Mueller matrix imaging with second-harmonic generation

Chae, S., Ajmal, A., Pei, J., Novikova, T., & Ramella-Roman, J. C.

SPIE Photonics Europe 2026, Tissue Optics and Photonics IV (PE124-12), Strasbourg, France

2026Proceedings

Physical realizability test for partial 3×4 Mueller matrix using supervised learning algorithms

Chae, S., Wang, M., Lucas, T., Rodríguez-Núñez, O., et al., & Novikova, T.

SPIE Polarized Light and Optical Angular Momentum for Biomedical Diagnostics 13322, San Francisco, CA

DOI: 10.1117/12.3075258
2025Proceedings

Machine learning approach to 3×4 Mueller polarimetry for complete reconstruction of diagnostic polarimetric images of biological tissues

Chae, S., Huang, T., Rodríguez-Núñez, O., Lucas, T., et al., & Novikova, T.

SPIE Polarized Light and Optical Angular Momentum for Biomedical Diagnostics 13322, 133220A, San Francisco, CA

DOI: 10.1117/12.3042830
2026Conference

Physics-informed and ML-based filtering for partial Mueller matrices in biomedical polarimetry

Chae, S., & Novikova, T.

Journées Imagerie Optique Non Conventionnelle – 21e édition, Paris

2025Poster

Fast Mueller matrix decomposition using physics-informed algorithms for intraoperative neurosurgery

Chae, S., Chae, H., Lucas, T., Rodríguez-Núñez, O., et al., & Novikova, T.

Northeast Symposium on Biomedical Optics (NESBO), MIT, Cambridge, MA

2025Poster

Mueller matrix decomposition using physics-informed algorithms

Chae, S., Chae, H., Lucas, T., Rodríguez-Núñez, O., et al., & Novikova, T.

4th International Workshop on BioPhotonics and Optical Angular Momentum, Palaiseau, France

2025Poster

Monte Carlo modelling of polarimetric images of white matter of brain tissue for neurosurgery

Wang, M., Chae, S., Lukinsonė, V., Lucas, T., et al., & Novikova, T.

Journées Imagerie Optique Non Conventionnelle – 20e édition, Paris