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ResearchFormerly WizWand

Image Classification on CIFAR-10-LTN Symmetric Noise (test)

96.1Top-1 AccuracyCLIP+LA+WTS
53.25264.37675.586.624Apr 25, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CLIP+LA+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0496.1
CLIP+LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0495.8
CLIP+LA+WTSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0495.3
CLIP+CE+WTSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0495.2
CLIP+LANoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0495.2
CLIP+CE+WTSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0495
CLIP+CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0494.9
CLIP+CENoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0494.4
CLIPNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric, Evaluation Protocol=zero-shot2026.0487.2
CLIPNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric, Evaluation Protocol=zero-shot2026.0487.2
ECBSNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0486.4
TABASCONoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0485.5
TABASCONoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0484.8
ULCNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0484.5
UNICONNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0484.3
ECBSNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0483.9
ULCNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0483.3
DivdeMixNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0482.7
UNICONNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0482.3
RoLTNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0481.6
DivdeMixNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0480.2
HARNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0477.4
RoLTNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0476.6
IBNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0473.2
CENoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0471.7
MW-NetNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0470.9
LANoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0470.6
LDAMNoise Ratio=0.4, Imbalance Factor=10, Noise Type=Symmetric2026.0470.5
HARNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0463.8
IBNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0462.6
LDAMNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0462
CENoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0461.2
MW-NetNoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0459.9
LANoise Ratio=0.6, Imbalance Factor=10, Noise Type=Symmetric2026.0454.9