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ResearchFormerly WizWand

Image Classification on CIFAR-100 LTN

84Top-1 AccuracyCLIP+LA
4.12824.86445.666.336Apr 25, 2026Apr 29, 2026May 4, 2026May 8, 2026May 13, 2026May 17, 2026May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CLIP+LAImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0584
CLIP+RLA*Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0583.9
CLIP+LA w. CAREImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0583.9
CLIP+LA+WTSImbalance Factor=10, Noise Ratio=0.32026.0483.2
CLIP+CE w. CAREImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0582.4
CLIP+CEImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0582.1
CLIP+LA+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.0479
CLIP+LAImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.0478.4
CLIP+LA+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.0478
CLIP+LA+WTSImbalance Factor=100, Noise Ratio=0.52026.0476.9
CLIP+LAImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.0476.8
CLIP+LA w. CAREImbalance Factor=100, Noise Ratio=0.5, Noise Type=joint2026.0576.7
CLIP+CE+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.0475.9
CLIP+CE+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.0475.7
CLIP+LDAM+WTSImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.0475.7
CLIP+LDAM+WTSImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.0475.2
CLIP+LDAMImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.0474.8
CLIP+CEImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.0474.7
CLIP+LDAMImbalance Factor=10, Noise Type=SN, Noise Ratio=0.62026.0474.7
CLIP+CEImbalance Factor=10, Noise Type=JN, Noise Ratio=0.62026.0474.6
CLIP+LA+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.0474.3
CLIP+LAImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.0473.7
CLIP+LA+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.0470.5
CLIP+LAImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.0466.8
CLIP+CE+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.0465.1
CLIP (zero-shot)Imbalance Factor=10, Noise Ratio=0.32026.0464.4
CLIPImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint, Evaluation Protocol=zero-shot2026.0564.4
ECBS-Res18Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint, Backbone=PreAct ResNet-182026.0563.6
CLIP+LDAM+WTSImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.0462.6
CLIP+CEImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.0462
CLIP+CE+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.0461.6
CLIP+LDAM+WTSImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.0460.3
CLIP+LDAMImbalance Factor=100, Noise Type=SN, Noise Ratio=0.62026.0460
CLIP+LDAMImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.0458.5
CLIP+CEImbalance Factor=100, Noise Type=JN, Noise Ratio=0.62026.0458.4
ECBS-Res32Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint, Backbone=ResNet-322026.0558.4
MiSLASImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0557.7
RCALImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0557.5
Sel-CL+Imbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0555.7
RoLT-DRWImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0555.4
RoLTImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0554.1
LDAM-DRWImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0554
HAR-DRWImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0551
NCMImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0550.8
CLIP+LA+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.0449.5
CLIP+LA+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.0448.8
CEImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0548.5
CLIP+LAImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.0447.1
CDRImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0547
CLIP+LAImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.0445.7
Co-teachingImbalance Factor=10, Noise Ratio=0.1, Noise Type=joint2026.0545.6
CEImbalance Factor=10, Noise Ratio=0.32026.0437.4
CLIP+CE+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.0429
CLIP+CEImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.0423.5
CLIP+CE+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.0423.4
CLIP+CEImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.0421.6
CLIP+LDAM+WTSImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.0420.3
CLIP+LDAMImbalance Factor=100, Noise Type=AN, Noise Ratio=0.62026.0416.5
CLIP+LDAM+WTSImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.049.9
CLIP+LDAMImbalance Factor=10, Noise Type=AN, Noise Ratio=0.62026.047.2