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ResearchFormerly WizWand

Image Classification on CIFAR-100 LT IF=0.01 (test)

38AccuracySemi-DUAL+Beta
1.0810.66520.2529.835May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=30%2026.0538
Fully SupervisedLabel Usage=With Labels, Pruning Rate=30%2026.0537
ELFS (DINO)Label Usage=Without Labels, Pruning Rate=30%2026.0535
PrototypicalityLabel Usage=Without Labels, Pruning Rate=30%2026.0534.9
ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=30%2026.0534.8
Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=30%2026.0534.7
Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=30%2026.0533.8
ZCoreLabel Usage=Without Labels, Pruning Rate=30%2026.0532.5
Fully SupervisedLabel Usage=With Labels, Pruning Rate=50%2026.0532.3
ELFS (DINO)Label Usage=Without Labels, Pruning Rate=50%2026.0531.8
Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=50%2026.0531
Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=50%2026.0530.6
ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=50%2026.0529.3
PrototypicalityLabel Usage=Without Labels, Pruning Rate=50%2026.0529.2
ZCoreLabel Usage=Without Labels, Pruning Rate=50%2026.0528.8
Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=50%2026.0528.4
Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=70%2026.0524.7
ELFS (DINO)Label Usage=Without Labels, Pruning Rate=70%2026.0524
RandomLabel Usage=Without Labels, Pruning Rate=30%2026.0522.9
ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=70%2026.0522.6
Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=70%2026.0522.4
Fully SupervisedLabel Usage=With Labels, Pruning Rate=70%2026.0521.9
Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=80%2026.0520.1
ZCoreLabel Usage=Without Labels, Pruning Rate=70%2026.0520
Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=70%2026.0520
ELFS (DINO)Label Usage=Without Labels, Pruning Rate=80%2026.0519.9
PrototypicalityLabel Usage=Without Labels, Pruning Rate=70%2026.0519.8
Fully SupervisedLabel Usage=With Labels, Pruning Rate=80%2026.0519.4
Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=80%2026.0518.7
ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=80%2026.0516.8
ZCoreLabel Usage=Without Labels, Pruning Rate=80%2026.0516.1
Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=80%2026.0516.1
Fully SupervisedLabel Usage=With Labels, Pruning Rate=90%2026.0515.4
PrototypicalityLabel Usage=Without Labels, Pruning Rate=80%2026.0514.7
Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=90%2026.0514.5
Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=90%2026.0514.4
ZCoreLabel Usage=Without Labels, Pruning Rate=90%2026.0512.6
ELFS (DINO)Label Usage=Without Labels, Pruning Rate=90%2026.0512.4
ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=90%2026.0512.4
Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=90%2026.0512.1
RandomLabel Usage=Without Labels, Pruning Rate=50%2026.0511.5
PrototypicalityLabel Usage=Without Labels, Pruning Rate=90%2026.0511
RandomLabel Usage=Without Labels, Pruning Rate=70%2026.055.9
RandomLabel Usage=Without Labels, Pruning Rate=80%2026.054
RandomLabel Usage=Without Labels, Pruning Rate=90%2026.052.5