This study investigates the advanced reconstruction capabilities of sampling Kantorovich (SK) operators, emphasizing their remarkable approximation properties and their application to Optical Coherence Tomography Angiography (OCTA) images from both healthy and diabetic patients. By exploiting these mathematical tools, significant enhancements in image reconstruction quality are achieved. Initially, retinal vascular network connectivity is evaluated using an algorithm that computes connected components, comparing non-reconstructed and SK-reconstructed images to demonstrate the advantages of SK-reconstruction. Moreover, SK-reconstructed superficial capillary plexus (SCP) images are analyzed to investigate the foveal avascular zone (FAZ) in both patient groups. The SK algorithm successfully identifies critical morphological differences in the FAZ between healthy and diabetic patients, highlighting the efficacy of SK operators in improving image reconstruction for diagnostic applications.
Mathematical Models and Algorithms for Processing Retinal OCTA Images
Rinelli, LucreziaMembro del Collaboration Group
;Travaglini, Arianna
Membro del Collaboration Group
;Vinti, GianlucaMembro del Collaboration Group
2026
Abstract
This study investigates the advanced reconstruction capabilities of sampling Kantorovich (SK) operators, emphasizing their remarkable approximation properties and their application to Optical Coherence Tomography Angiography (OCTA) images from both healthy and diabetic patients. By exploiting these mathematical tools, significant enhancements in image reconstruction quality are achieved. Initially, retinal vascular network connectivity is evaluated using an algorithm that computes connected components, comparing non-reconstructed and SK-reconstructed images to demonstrate the advantages of SK-reconstruction. Moreover, SK-reconstructed superficial capillary plexus (SCP) images are analyzed to investigate the foveal avascular zone (FAZ) in both patient groups. The SK algorithm successfully identifies critical morphological differences in the FAZ between healthy and diabetic patients, highlighting the efficacy of SK operators in improving image reconstruction for diagnostic applications.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


