RDLR: A Robust Deep Learning-Based Image Registration Method for Pediatric Retinal Images.

ABSTRACT: Retinal diseases stand as a primary cause of childhood blindness. Analyzing the progression of these diseases requires close attention to lesion morphology and spatial information. Standard image registration methods fail to accurately reconstruct pediatric fundus images containing significant distortion and blurring. To address this challenge, we proposed a robust deep learning-based image registration method (RDLR). The method consisted of two modules: registration module (RM) and panoramic view module (PVM). RM effectively integrated global and local feature information and learned prior information related to the orientation of images. PVM was capable of reconstructing spatial information in panoramic images. Furthermore, as the registration model was trained on over 280,000 pediatric

SUBMITTER: Zhou H 

PROVIDER: S-EPMC11612083 | biostudies-literature | 2024 Dec

REPOSITORIES: biostudies-literature