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ResearchFormerly WizWand

Image Reconstruction on EMNIST (test)

0.001MSETopo-UNet
-0.021230.1288880.2790050.429122Feb 19, 2026Mar 4, 2026Mar 18, 2026Mar 31, 2026Apr 14, 2026Apr 27, 2026May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Topo-UNetInput Resolution=28 × 28, Color Space=grayscale2026.050.001—
ResUNetInput Resolution=28 × 28, Color Space=grayscale2026.050.0014—
UNetInput Resolution=28 × 28, Color Space=grayscale2026.050.0015—
UNetPPInput Resolution=28 × 28, Color Space=grayscale2026.050.0015—
AttentionUNetInput Resolution=28 × 28, Color Space=grayscale2026.050.0017—
UFSL+DPNetwork=ResNet18, sigma^2=0.22026.020.3020.24
KD-UFSLNetwork=ResNet182026.020.3120.113
UFSLNetwork=ResNet182026.020.3440.159
UFSLNetwork=ResNet502026.020.3670.017
UFSL+KANetwork=ResNet18, k=32026.020.4170.164
UFSL+KANetwork=ResNet50, k=32026.020.4420.013
UFSLNetwork=ConvNet2026.020.4540.012
UFSL+DPNetwork=ConvNet, sigma^2=0.22026.020.4720.009
UFSL+DPNetwork=ResNet50, sigma^2=0.22026.020.4720.009
KD-UFSLNetwork=ResNet502026.020.4770.011
UFSL+KANetwork=ConvNet, k=32026.020.5340.008
KD-UFSLNetwork=ConvNet2026.020.5570.008