Classification on OrganAMNIST
99.13AccuracyDUCS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DUCSSelection Ratio=90%, Backbone=ResNet-182026.03 | 99.13 | — | |
| DUCSSelection Ratio=70%, Backbone=ResNet-182026.03 | 99.1 | — | |
| EVASelection Ratio=70%, Backbone=ResNet-182026.03 | 98.96 | — | |
| DUCSSelection Ratio=50%, Backbone=ResNet-182026.03 | 98.91 | — | |
| EVASelection Ratio=50%, Backbone=ResNet-182026.03 | 98.8 | — | |
| ForgettingSelection Ratio=90%, Backbone=ResNet-182026.03 | 98.7 | — | |
| EVASelection Ratio=90%, Backbone=ResNet-182026.03 | 98.68 | — | |
| DUCSSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 98.68 | — | |
| EVASelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 98.63 | — | |
| AUMSelection Ratio=90%, Backbone=ResNet-182026.03 | 98.55 | — | |
| AUMSelection Ratio=70%, Backbone=ResNet-182026.03 | 98.54 | — | |
| EntropySelection Ratio=90%, Backbone=ResNet-182026.03 | 98.5 | — | |
| EL2NSelection Ratio=90%, Backbone=ResNet-182026.03 | 98.48 | — | |
| ForgettingSelection Ratio=50%, Backbone=ResNet-182026.03 | 98.46 | — | |
| RandomSelection Ratio=90%, Backbone=ResNet-182026.03 | 98.44 | — | |
| DUCSSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 98.44 | — | |
| Full datasetSelection Ratio=100%, Backbone=ResNet-182026.03 | 98.39 | — | |
| EL2NSelection Ratio=50%, Backbone=ResNet-182026.03 | 98.39 | — | |
| Full datasetSelection Ratio (β)=100%, Backbone=ResNet-182026.03 | 98.39 | — | |
| EntropySelection Ratio=70%, Backbone=ResNet-182026.03 | 98.32 | — | |
| ForgettingSelection Ratio=70%, Backbone=ResNet-182026.03 | 98.31 | — | |
| RandomSelection Ratio=70%, Backbone=ResNet-182026.03 | 98.29 | — | |
| EVASelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 98.27 | — | |
| EL2NSelection Ratio=70%, Backbone=ResNet-182026.03 | 98.24 | — | |
| EL2NSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 98.16 | — | |
| RandomSelection Ratio=50%, Backbone=ResNet-182026.03 | 98.14 | — | |
| RandomSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 98.14 | — | |
| AUMSelection Ratio=50%, Backbone=ResNet-182026.03 | 98.13 | — | |
| AUMSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 98.12 | — | |
| ForgettingSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 98.11 | — | |
| EntropySelection Ratio=50%, Backbone=ResNet-182026.03 | 97.93 | — | |
| DUCSSelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 97.66 | — | |
| CCSSelection Ratio=70%, Backbone=ResNet-182026.03 | 97.56 | — | |
| CCSSelection Ratio=50%, Backbone=ResNet-182026.03 | 97.55 | — | |
| RandomSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 97.3 | — | |
| EL2NSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 97.25 | — | |
| ForgettingSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 97.22 | — | |
| EVASelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 97.2 | — | |
| CCSSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 97.18 | — | |
| MAIL-RN18Base network=ResNet182026.02 | 97.07 | 99.94 | |
| CCSSelection Ratio=90%, Backbone=ResNet-182026.03 | 97.07 | — | |
| CCSSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 96.86 | — | |
| MAIL-M2Base network=MobileNetV22026.02 | 96.79 | 99.9 | |
| DUCSSelection Ratio (β)=5%, Backbone=ResNet-182026.03 | 96.5 | — | |
| DRIFA-Net2026.02 | 96.45 | 99.9 | |
| MFMSA2026.02 | 96.12 | 99.9 | |
| POTTER2026.02 | 96.06 | 99.85 | |
| M3Att2026.02 | 95.84 | 99.85 | |
| DDA-Net2026.02 | 95.75 | 99.8 | |
| NAT2026.02 | 95.7 | 99.8 | |
| Gloria2026.02 | 95.68 | 99.8 | |
| RandomSelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 95.68 | — | |
| MTTU-Net2026.02 | 95.63 | 99.85 | |
| CCSSelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 95.58 | — | |
| TDDSSelection Ratio=90%, Backbone=ResNet-182026.03 | 95.55 | — | |
| MuMu2026.02 | 95.49 | 99.8 | |
| TDDSSelection Ratio=70%, Backbone=ResNet-182026.03 | 95.41 | — | |
| HAMLET2026.02 | 95.28 | 99.8 | |
| ModerateSelection Ratio=90%, Backbone=ResNet-182026.03 | 95.08 | — | |
| TDDSSelection Ratio=50%, Backbone=ResNet-182026.03 | 95.05 | — | |
| TDDSSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 94.96 | — | |
| TDDSSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 94.53 | — | |
| EVASelection Ratio (β)=5%, Backbone=ResNet-182026.03 | 94.43 | — | |
| ModerateSelection Ratio=70%, Backbone=ResNet-182026.03 | 94.11 | — | |
| AUMSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 93.76 | — | |
| AMIMV-SSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 93.57 | — | |
| CCSSelection Ratio (β)=5%, Backbone=ResNet-182026.03 | 93.51 | — | |
| ModerateSelection Ratio=50%, Backbone=ResNet-182026.03 | 93.48 | — | |
| RandomSelection Ratio (β)=5%, Backbone=ResNet-182026.03 | 93.43 | — | |
| DUCSSelection Ratio (β)=2%, Backbone=ResNet-182026.03 | 93.27 | — | |
| MoCoV3Backbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 92.63 | — | |
| NNCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 92.56 | — | |
| ModerateSelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 92.54 | — | |
| EntropySelection Ratio (β)=30%, Backbone=ResNet-182026.03 | 91.98 | — | |
| ReSSLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 91.89 | — | |
| ModerateSelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 91.66 | — | |
| Barlow TwinsBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 91.21 | — | |
| DINOBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 91.06 | — | |
| DUCSSelection Ratio (β)=1%, Backbone=ResNet-182026.03 | 90.99 | — | |
| TDDSSelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 90.51 | — | |
| SimCLRBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 89.87 | — | |
| VICRegBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 89.67 | — | |
| EVASelection Ratio (β)=2%, Backbone=ResNet-182026.03 | 88.83 | — | |
| CCSSelection Ratio (β)=2%, Backbone=ResNet-182026.03 | 88.05 | — | |
| CCSSelection Ratio (β)=1%, Backbone=ResNet-182026.03 | 87.79 | — | |
| RandomSelection Ratio (β)=2%, Backbone=ResNet-182026.03 | 87.63 | — | |
| DUCSSelection Ratio (β)=0.5%, Backbone=ResNet-182026.03 | 87.38 | — | |
| BYOLBackbone=ResNet-50, Initialization=Random, Training Strategy=Self-supervised2026.04 | 86.58 | — | |
| ModerateSelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 86.47 | — | |
| CCSSelection Ratio (β)=0.5%, Backbone=ResNet-182026.03 | 86.34 | — | |
| EVASelection Ratio (β)=1%, Backbone=ResNet-182026.03 | 84.93 | — | |
| RandomSelection Ratio (β)=1%, Backbone=ResNet-182026.03 | 84.68 | — | |
| TDDSSelection Ratio (β)=5%, Backbone=ResNet-182026.03 | 82.49 | — | |
| EL2NSelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 81.25 | — | |
| EntropySelection Ratio (β)=20%, Backbone=ResNet-182026.03 | 77.07 | — | |
| EVASelection Ratio (β)=0.5%, Backbone=ResNet-182026.03 | 76.14 | — | |
| ForgettingSelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 75.85 | — | |
| RandomSelection Ratio (β)=0.5%, Backbone=ResNet-182026.03 | 75.57 | — | |
| ModerateSelection Ratio (β)=5%, Backbone=ResNet-182026.03 | 75.38 | — | |
| EntropySelection Ratio (β)=10%, Backbone=ResNet-182026.03 | 69.04 | — |