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ResearchFormerly WizWand

Image Reconstruction on FashionMNIST (test)

0.004MSEResUNet
-0.0311320.2056720.4424750.679279Feb 19, 2026Mar 4, 2026Mar 18, 2026Mar 31, 2026Apr 14, 2026Apr 27, 2026May 11, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ResUNetInput Resolution=28 × 28, Color Space=grayscale2026.050.004—
Topo-UNetInput Resolution=28 × 28, Color Space=grayscale2026.050.0043—
UNetInput Resolution=28 × 28, Color Space=grayscale2026.050.0053—
AttentionUNetInput Resolution=28 × 28, Color Space=grayscale2026.050.006—
UNetPPInput Resolution=28 × 28, Color Space=grayscale2026.050.0061—
UFSL+DPNetwork=ResNet18, sigma^2=0.22026.020.4030.176
KD-UFSLNetwork=ResNet182026.020.4280.119
UFSLNetwork=ResNet502026.020.4940.024
UFSLNetwork=ConvNet2026.020.5780.022
UFSL+DPNetwork=ConvNet, sigma^2=0.22026.020.5780.022
UFSLNetwork=ResNet182026.020.6550.212
UFSL+KANetwork=ConvNet, k=32026.020.6590.06
KD-UFSLNetwork=ResNet502026.020.6590.007
UFSL+KANetwork=ResNet50, k=32026.020.660.024
KD-UFSLNetwork=ConvNet2026.020.6760.026
UFSL+DPNetwork=ResNet50, sigma^2=0.22026.020.7330.018
UFSL+KANetwork=ResNet18, k=32026.020.8810.15