Jia-Lin He

Sobel-Guided Patch-Replacement Autoencoding for Fundus Enhancement with Unpaired Real Data

Real aligned low-and high-quality (LQ–HQ) fundus pairs provide direct restoration supervision but are scarce; synthetic pairs introduce a degradation gap, whereas real unpaired data lack correspondence for structure-preserving restoration. To retain authentic degradations while recovering restoration supervision, we pr...