Intraoperative Neurosurgical Guidance
Research Areas01

Intraoperative Neurosurgical Guidance

Surgery is the decisive step in brain cancer treatment, yet even with modern surgical microscopes the border between healthy and tumor tissue is very hard to see. The visual contrast between tumor and tumor-free tissue is low, but there is a clear structural difference between them. White matter of healthy brain, composed of densely packed fiber bundles of myelinated axons, represents an optically anisotropic medium. Tumor cells grow chaotically and destroy or displace fiber bundles, so optical anisotropy is lost within the tumor zone. AOPLab designs and builds wide-field imaging Mueller polarimetric systems that can visualize the optical anisotropy of biological tissue and make the boundary between fiber-preserved and fiberless zones visible in real time. This optical modality is label-free and does not disrupt the surgical workflow. The prototype developed within the framework of our prior HORAO project was successfully tested both ex vivo and in vivo. We are now developing the next generation of more accurate, compact, and faster polarimetric instruments for brain, spine, head, and neck surgery.

Imaging Mueller PolarimetryLu–Chipman DecompositionTumor DelineationHistology Co-registrationAI Tumor Segmentation

The Clinical Challenge

Brain tumor surgery pursues a delicate balance: remove as much tumor tissue as possible while protecting the white matter fiber bundles, which control movement, speech, and vision. Under white-light illumination the boundary between tumor and tumor-free tissue is hardly visible, so surgeons risk either leaving residual tumor cells (the main cause of recurrence) or damaging functional fiber tracts (the main cause of postoperative neurological deficit).

The Clinical Challenge
Open brain tumor surgery under white-light illumination: the border between tumor and tumor-free tissue is hardly visible.

Seeing the Hidden Architecture of Brain White Matter

Healthy brain white matter is made of densely packed, aligned bundles of myelinated axons, causing so-called form birefringence. The optical axis of such a linearly birefringent medium is correlated with the fiber bundle direction. Our custom-built wide-field imaging Mueller polarimeter measures the full 4×4 Mueller matrix images and, by applying a pixel-wise non-linear data compression algorithm, namely Lu–Chipman decomposition (S.-Y. Lu and R. A. Chipman, J. Opt. Soc. Am. A 13(5), 1106–1113 (1996), 10.1364/JOSAA.13.001106), produces the maps of depolarization, linear retardance, and the azimuth of the optical axis of brain tissue.

Seeing the Hidden Architecture of Brain White Matter
Images (7 cm × 9 cm) of a formalin-fixed thick section of human brain from an anonymous donor, taken with the wide-field imaging Mueller polarimeter operating in reflection geometry at 550 nm: total intensity, depolarization, linear retardance, and azimuth of the optical axis, resolving the white matter fiber tracts (Schucht et al., IEEE TMI 2020, 10.1109/TMI.2020.3018439).

Distinguishing Brain Tumor from Tumor-Free Brain Tissue

Brain tumor growth destroys the ordered architecture of healthy brain white matter, and tumor tissue loses optical anisotropy. All polarimetric properties of the brain are affected: depolarization and linear retardance values drop, and the azimuth of the optical axis takes random values within the tumor zone. Across healthy tissue and glioblastoma (WHO grade 4) specimens, the values of depolarization and retardance track the transition from healthy parenchyma, through the infiltration zone, to the tumor core, matching the histological ground truth. This is the structural contrast missing in white-light images, and the signal our segmentation models learn to use.

Distinguishing Brain Tumor from Tumor-Free Brain Tissue
Gray-scale intensity images and polarimetric maps of healthy brain (top row) and glioblastoma (grade 4) (bottom row) specimens, as well as histology-derived labels for tumor center, infiltration zone and tumor-free tissue (Gros et al., IEEE TMI 2024, 10.1109/TMI.2024.3413288).

First Polarimetric Measurements of Brain In Vivo

After polarimetric imaging pipeline validation on hundreds of ex vivo specimens, a new miniaturized Mueller polarimetric system was deployed during live brain tumor resection, producing the first in vivo polarimetric measurements of that kind. This marks the beginning of the transition of wide-field imaging Mueller polarimetry from the optical bench to the operating room, and a key step toward label-free, real-time visualization of brain tumor and fiber tracts in tumor-free brain tissue during neurosurgery.

First Polarimetric Measurements of Brain In Vivo
First in vivo polarimetric acquisitions during live brain tumor surgery. Operating room, Department of Neurosurgery, Bern University Hospital, Switzerland.

Related Publications

39 publications
journal

Gros, É., Sakiri, A., Moriconi, S., Jankauskas, A., Hasler, D., Lucas, T., McKinley, R., Maragkou, T., Novikova, T., Schucht, P., Rodríguez-Núñez, O.

Brain Tissue Polarimetry Under Simulated Intraoperative Conditions: Effects of Edema and Temperature

Journal of Innovative Optical Health Sciences·2026

journal

Chae, S., Wang, M., Lucas, T., Huang, T., Albano, G., Rodríguez-Núñez, O., Pierangelo, A., Gros, É., Maragkou, T., McKinley, R., Schucht, P., Novikova, T.

Physical Realizability Classification of Incomplete Mueller Matrices: Toward Real-Time Polarimetric Imaging

Biomedical Optics Express·2026

book

Tuchin, V. V., Novikova, T., Wang, L. V., Zimnyakov, D. A., Ma, H., Alonova, M. V., Wan, J.

Optical Polarization in Biomedical Applications (2nd Edition)

Springer Series in Biophysics, Springer Berlin Heidelberg New York·2026

book

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

Polarized-light microscopy

Optical Techniques in Clinical Applications, Springer Nature·2026

Proc.

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

Discriminating brain tumors from fiber-crossing zones in linear retardance images of brain tissue via depolarization contrast

Proc. SPIE 13854, 1385405·2026

Proc.

Diamant, A., Lucas, T., Rodríguez-Núñez, O., Chae, S., Gros, É., Hahne, C., Maragkou, T., McKinley, R., Schucht, P., Novikova, T.

Correction of polarimetric artifacts caused by a plastic cover in imaging Mueller polarimeter operating in reflection mode

Proc. SPIE 13854, 138540F·2026

conference

Oberti, N., Rodríguez-Núñez, O., Hasler, D., Schucht, P., McKinley, R., Novikova, T., Maragkou, T., Gros, É.

Assessing the impact of various fixation protocols on bovine brain tissue polarimetric properties via Mueller polarimetry imaging

Proc. SPIE 14098, Tissue Optics and Photonics IV, 140981H (SPIE Photonics Europe)·2026

Proc.

Lucas, T., Rodríguez-Núñez, O., Iqbal, A., Chae, S., Gros, É., Hahne, C., Maragkou, T., McKinley, R., Schucht, P., Novikova, T.

Interactive interface for automated adjustment and calibration of wide-field Mueller polarimeter for real-time imaging of biological tissues

Proc. SPIE PC14094, Biomedical Spectroscopy, Microscopy, and Imaging IV, PC1409405 (SPIE Photonics Europe)·2026

Proc.

Rodríguez-Núñez, O., Gros, É., Lucas, T., Chae, S., Hahne, C., Hasler, D., Maragkou, T., McKinley, R., Novikova, T., Schucht, P.

Feasibility study for end-to-end in vivo tissue classification during neurosurgery using wide-field imaging Mueller polarimetry

Proc. SPIE PC13841, Multimodal Biomedical Imaging XXI, PC1384107 (SPIE Photonics West)·2026

Proc.

Rodríguez-Núñez, O., Lucas, T., Gros, É., Baier, D., Chae, S., Hahne, C., Hasler, D., Maragkou, T., McKinley, R., Schucht, P., Novikova, T.

Ex vivo validation of wide-field imaging Mueller polarimetry for real-time neurosurgical brain tissue differentiation

Proc. SPIE 13854, Polarized Light and Optical Angular Momentum for Biomedical Diagnostics 2026 (SPIE Photonics West)·2026

journal

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

Retardance and Depolarization of Brain White Matter for Intraoperative Delineation of Brain Tumors: Experiments and Simulations

Biomedical Optics Express, 16(12), 5261–5278·2025

journal

Hahne, C., Rodríguez-Núñez, O., Gros, É., Lucas, T., Novikova, T., Maragkou, T., Schucht, P., McKinley, R.

Physically Consistent Image Augmentation for Deep Learning in Mueller Matrix Polarimetry

IEEE Transactions on Image Processing, 34, 6953–6962·2025

journal

Hahne, C., Diaz, I., Rodríguez-Núñez, O., Gros, É., Lucas, T., Novikova, T., Maragkou, T., Schucht, P., McKinley, R.

Polarimetric Feature Analysis of Mueller Matrices for Brain Tumor Image Segmentation

Optics Express, 33(20), 43379·2025

journal

Gros, É., Rodríguez-Núñez, O., Moriconi, S., McKinley, R., Hewer, E., Lucas, T., Vassella, E., Schucht, P., Novikova, T., Hahne, C., Maragkou, T.

Alignment of Histological and Polarimetric Large-Scale Imaging for Brain Tissue Characterization

Journal of Biomedical Optics, 30(9), 096003·2025

Proc.

Novikova, T.

Imaging Mueller polarimetry for biomedical diagnosis: Recent developments

EPJ Web of Conferences, 335, 04007·2025

Proc.

Novikova, T.

Imaging Mueller Polarimetry: a New Lens on Human Health

Optica Biophotonics Congress 2025, Technical Digest Series, paper TTu3F.1·2025

journal

Maragkou, T., Gros, R., Rodríguez-Núñez, O., Felger, L., Moriconi, S., McKinley, R., Novikova, T., Schucht, P., Pierangelo, A., Vassella, E., Hewer, E.

Diagnosis of Brain Tumors Using Wide-Field Imaging Mueller Polarimetry

Journal of Neuropathology & Experimental Neurology, 83(6), 409·2024

journal

Gros, R., Rodríguez-Núñez, O., Felger, L., Moriconi, S., McKinley, R., Pierangelo, A., Novikova, T., Vassella, E., Schucht, P., Hewer, E., Maragkou, T.

Characterization of Polarimetric Properties in Various Brain Tumor Types Using Wide-Field Imaging Mueller Polarimetry

IEEE Transactions on Medical Imaging, 43(12), 4120·2024

journal

Moriconi, S., Rodríguez-Núñez, O., Gros, R., Felger, L. A., Maragkou, T., Hewer, E., Pierangelo, A., Novikova, T., Schucht, P., McKinley, R.

Near-real-time Mueller polarimetric image processing for neurosurgical intervention

International Journal of Computer Assisted Radiology and Surgery·2024

Proc.

Gros, R., Rodríguez-Núñez, O., Felger, L., Moriconi, S., McKinley, R., Pierangelo, A., Novikova, T., Vassella, E., Schucht, P., Hewer, E., Maragkou, T.

Impact of Histological Processing on the Polarimetric Properties of Healthy and Neoplastic Brain Tissue

Proc. SPIE 13010, Tissue Optics and Photonics III, 130100F·2024

journal

Ivanov, D., Si, L., Felger, L., Maragkou, T., Schucht, P., Ma, H., Schanne-Klein, M.-C., Ossikovski, R., Novikova, T.

Impact of corpus callosum fiber tract crossing on polarimetric images of human brain histological sections: ex vivo studies in transmission configuration

Journal of Biomedical Optics, 28(10), 102908·2023

journal

Gros, R., Rodríguez-Núñez, O., Felger, L., Moriconi, S., McKinley, R., Pierangelo, A., Novikova, T., Vassella, E., Schucht, P., Hewer, E., Maragkou, T.

Effects of formalin fixation on polarimetric properties of brain tissue: fresh or fixed?

Neurophotonics, 10(2), 025009·2023

journal

Felger, L., Rodríguez-Núñez, O., Gros, R., Maragkou, T., McKinley, R., Moriconi, S., Murek, M., Zubak, I., Novikova, T., Pierangelo, A., Schucht, P.

Robustness of the wide-field imaging Mueller polarimetry for brain tissue differentiation and white matter fiber tract identification in a surgery-like environment: an ex vivo study

Biomedical Optics Express, 14(5), 2400–2415·2023

journal

Yashin, K., Novikova, T., Shcheslavskiy, V.

Editorial: Optical imaging and Laser technologies in Neuro-Oncology

Frontiers in Oncology, 12, 1103711·2023

Proc.

Moriconi, S., Felger, L., Rodríguez-Núñez, O., Gros, R., Hewer, E., Maragkou, T., Novikova, T., Pierangelo, A., Murek, M., Schucht, P., McKinley, R.

Towards Real-time Integration of Polarimetric Image-processing for Neurosurgical Applications

Brain and Spine, 3, 102159·2023

Proc.

Rodríguez-Núñez, O., Gros, R., Felger, L., Maragkou, T., McKinley, R., Moriconi, S., Novikova, T., Pierangelo, A., Schucht, P.

Polarimetric markers for delineation of lesional margins during brain tumor surgery

Brain and Spine, 3, 102160·2023

Proc.

Felger, L., Gros, R., Maragkou, T., McKinley, R., Moriconi, S., Murek, M., Novikova, T., Pierangelo, A., Rodríguez-Núñez, O., Zubak, I., Schucht, P.

Brain white matter fiber tracts identification using wide-field imaging Mueller polarimetry: Ex vivo studies in a surgery-like environment

Proc. SPIE 12364, 1236406·2023

Proc.

Gros, R., Felger, L., Maragkou, T., McKinley, R., Moriconi, S., Murek, M., Novikova, T., Rodríguez-Núñez, O., Schucht, P., Zubak, I., Pierangelo, A.

Evolution of polarimetric parameters of cadaver brain tissue with time and formaldehyde fixation in wide-field Mueller matrix images

Proc. SPIE PC12382, PC1238203·2023

Proc.

McKinley, R., Felger, L., Gros, R., Hewer, E., Maragkou, T., Moriconi, S., Murek, M., Novikova, T., Rodríguez-Núñez, O., Pierangelo, A., Schucht, P.

Multi-domain cotraining for tissue segmentation in fixed and fresh brain tissue using Mueller polarimetry

Proc. SPIE PC12382, PC1238208·2023

Proc.

Moriconi, S., Felger, L., Gros, R., Hewer, E., Maragkou, T., Murek, M., Novikova, T., Rodríguez-Núñez, O., Pierangelo, A., Schucht, P., McKinley, R.

Denoising diffusion networks applied to Mueller polarimetric images of brain tissue

Proc. SPIE PC12382, PC123820H·2023

Proc.

Rodríguez-Núñez, O., Felger, L., Gros, R., Maragkou, T., McKinley, R., Moriconi, S., Murek, M., Pierangelo, A., Schucht, P., Zubak, I., Novikova, T.

Evaluation of light penetration depth for Imaging Mueller polarimeter operating in a visible wavelength range in reflection geometry: ex-vivo studies of healthy brain white matter

Proc. SPIE PC12382, PC1238209·2023

journal

Novikova, T., Rodríguez-Núñez, O.

Polarimetric techniques for the structural studies and diagnosis of brain

Advanced Optical Technologies, 11(5-6), 157–171·2022

book

Novikova, T., Pierangelo, A., Schucht, P., Meglinski, I., Rodríguez-Núñez, O., Lee, H. R.

Mueller Polarimetry of Brain Tissues

Polarized Light in Biomedical Imaging and Sensing, Springer·2022

Proc.

McKinley, R., Felger, L., Hewer, E., Maragkou, T., Murek, M., Novikova, T., Rodríguez-Núñez, O., Pierangelo, A., Schucht, P.

Machine learning for white matter fibre tract visualization in the human brain via Mueller matrix polarimetric data

Proc. SPIE 12136, 121360G·2022

Proc.

Rodríguez-Núñez, O., Schucht, P., Hewer, E., Novikova, T., Pierangelo, A.

Brain fiber tracts imaging with polarized light: a potential navigation tool for tumor neurosurgery

Proc. SPIE PC11963, PC1196303·2022

journal

Rodríguez-Núñez, O., Schucht, P., Hewer, E., Novikova, T., Pierangelo, A.

Polarimetric visualization of healthy brain fiber tracts under adverse conditions: ex vivo studies

Biomedical Optics Express, 12(10), 6674–6685·2021

Proc.

Novikova, T., Schucht, P., Lee, H. R., Mezouar, M. H., Hewer, E., Raabe, A., Murek, M., Zubak, I., Goldberg, J., Kövari, E., Pierangelo, A.

Wide-field imaging of brain white matter fiber tracts with Mueller polarimetry in backscattering configuration

Proc. SPIE 11641, Dynamics and Fluctuations in Biomedical Photonics XVIII, 1164105·2021

Proc.

Rodríguez-Núñez, O., Schucht, P., Lee, H. R., Mezouar, M. H., Hewer, E., Raabe, A., Murek, M., Zubak, I., Goldberg, J., Kövari, E., Pierangelo, A., Novikova, T.

Retardance map of brain white matter: a potential game changer for the intra-operative navigation during brain tumor surgery

Proc. SPIE 11919, Translational Biophotonics: Diagnostics and Therapeutics, 119190Y·2021

journal

Schucht, P., Lee, H. R., Mezouar, M. H., Hewer, E., Raabe, A., Murek, M., Zubak, I., Goldberg, J., Kövari, E., Pierangelo, A., Novikova, T.

Visualization of white matter fiber tracts of brain tissue sections with wide-field imaging Mueller Polarimetry

IEEE Transactions on Medical Imaging, 39(12), 4376–4382·2020