Exploring the Low-Pass Filtering Behavior in Image Super-Resolution

Abstract
We analyze the low-pass filtering behavior emergent in modern super-resolution networks and discuss implications for frequency response and reconstruction fidelity.
Type
Publication
In ICML 2024 (workshop/track as applicable)
This work studies why SR models exhibit low-pass tendencies and discusses remedies.