most citedUncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization

19 citations · 19 across the 2 of their papers we have counts for

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eess.IV2025

ShiftLIC: Lightweight Learned Image Compression with Spatial-Channel Shift Operations

Youneng Bao, Wen Tan, Chuanmin Jia +3

Learned Image Compression (LIC) has attracted considerable attention due to their outstanding rate-distortion (R-D) performance and flexibility. However, the substantial computatio…

eess.IV2022★ 19 cited

Uncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization

Tianshuo Xu, Lijiang Li, Peng Mi +5

PSNR-oriented models are a critical class of super-resolution models with applications across various fields. However, these models tend to generate over-smoothed images, a problem…