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ResearchFormerly WizWand

Image Classification on STL-10 (Classification Error)

9.85Classification ErrorLIP
6.267630.448854.6378.8112Jun 13, 2024Oct 8, 2024Feb 2, 2025May 31, 2025Sep 25, 2025Jan 20, 2026May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LIPBackbone=ViT-B/32, Step=Step 52026.059.85
LIPBackbone=ViT-L/14, Step=Step 52026.0513.35
ResNet-augtraining=color-jitter augmentation2024.0617.89
ResNet2024.0618.59
ResNet-graytraining=grayscale2024.0618.71
Hue-3*2024.0619.82
Hue-4-Sat-3*2024.0620.53
Sat-3*2024.0620.71
Hue-4*2024.0620.73
CEConv-42024.0621.9
CEConv-32024.0624.29
FTBackbone=ViT-B/32, Step=Step 52026.0595.74
CATABackbone=ViT-B/32, Step=Step 52026.0597.16
GABackbone=ViT-B/32, Step=Step 52026.0597.21
OriginalBackbone=ViT-B/32, Step=Step 02026.0597.36
FTBackbone=ViT-L/14, Step=Step 52026.0598.06
GABackbone=ViT-L/14, Step=Step 52026.0599.15
CATABackbone=ViT-L/14, Step=Step 52026.0599.33
OriginalBackbone=ViT-L/14, Step=Step 02026.0599.41