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

May 1, 2024·
Wenjie Shu
Wenjie Shu
Equal contribution
· 1 min read
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.