TY - JOUR
T1 - Depolarizing metrics in the biomedical field
T2 - Vision enhancement and classification of biological tissues
AU - Canabal-Carbia, Mónica
AU - Van Eeckhout, Albert
AU - Rodríguez, Carla
AU - González-Arnay, Emilio
AU - Estévez, Irene
AU - Gil, José J.
AU - García-Caurel, Enrique
AU - Ossikovski, Razvigor
AU - Campos, Juan
AU - Lizana, Angel
N1 - Publisher Copyright:
© 2023 The Author(s).
PY - 2023/2/23
Y1 - 2023/2/23
N2 - Polarimetry encompasses a collection of optical techniques broadly used in a variety of fields. Nowadays, such techniques have provided their suitability in the biomedical field through the study of the polarimetric response of biological samples (retardance, dichroism and depolarization) by measuring certain polarimetric observables. One of these features, depolarization, is mainly produced by scattering on samples, which is a predominant effect in turbid media as biological tissues. In turn, retardance and dichroic effects are produced by tissue anisotropies and can lead to depolarization too. Since depolarization is a predominant effect in tissue samples, we focus on studying different depolarization metrics for biomedical applications. We report the suitability of a set of depolarizing observables, the indices of polarimetric purity (IPPs), for biological tissue inspection. We review some results where we demonstrate that IPPs lead to better performance than the depolarization index, which is a well-established and commonly used depolarization observable in the literature. We also provide how IPPs are able to significantly enhance contrast between different tissue structures and even to reveal structures hidden by using standard intensity images. Finally, we also explore the classificatory potential of IPPs and other depolarizing observables for the discrimination of different tissues obtained from ex vivo chicken samples (muscle, tendon, myotendinous junction and bone), reaching accurate models for tissue classification.
AB - Polarimetry encompasses a collection of optical techniques broadly used in a variety of fields. Nowadays, such techniques have provided their suitability in the biomedical field through the study of the polarimetric response of biological samples (retardance, dichroism and depolarization) by measuring certain polarimetric observables. One of these features, depolarization, is mainly produced by scattering on samples, which is a predominant effect in turbid media as biological tissues. In turn, retardance and dichroic effects are produced by tissue anisotropies and can lead to depolarization too. Since depolarization is a predominant effect in tissue samples, we focus on studying different depolarization metrics for biomedical applications. We report the suitability of a set of depolarizing observables, the indices of polarimetric purity (IPPs), for biological tissue inspection. We review some results where we demonstrate that IPPs lead to better performance than the depolarization index, which is a well-established and commonly used depolarization observable in the literature. We also provide how IPPs are able to significantly enhance contrast between different tissue structures and even to reveal structures hidden by using standard intensity images. Finally, we also explore the classificatory potential of IPPs and other depolarizing observables for the discrimination of different tissues obtained from ex vivo chicken samples (muscle, tendon, myotendinous junction and bone), reaching accurate models for tissue classification.
KW - artificial intelligence
KW - indices of polarimetric purity
KW - organic tissues visualization
KW - Polarimetry
UR - http://www.scopus.com/inward/record.url?scp=85149238718&partnerID=8YFLogxK
UR - https://www.mendeley.com/catalogue/cf7aa8a1-e1e4-3b23-8564-7719e0069f90/
U2 - 10.1142/S1793545823300045
DO - 10.1142/S1793545823300045
M3 - Article
AN - SCOPUS:85149238718
SN - 1793-5458
VL - 16
JO - Journal of Innovative Optical Health Sciences
JF - Journal of Innovative Optical Health Sciences
IS - 5
M1 - 2330004
ER -