On CIFAR10 with synthetic blur and noise, NAFNet-style simple gating and simplified attention beat conventional alternatives, while GroupNorm matches LayerNorm in PSNR.
Image denoising by sparse 3-d transform-domain collaborative filtering
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
other 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
other 1polarities
unclear 1representative citing papers
citing papers explorer
-
A Comparative Study of NAFNet Baselines for Image Restoration
On CIFAR10 with synthetic blur and noise, NAFNet-style simple gating and simplified attention beat conventional alternatives, while GroupNorm matches LayerNorm in PSNR.