Image Classification on SVHN-LT (test)
0.087Top-1 Error RateLDAM-DRW + Du @5x
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=rho2020.06 | 0.087 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=12020.06 | 0.0894 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=rho/22020.06 | 0.0908 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=2*rho2020.06 | 0.0935 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=12020.06 | 0.1001 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=rho2020.06 | 0.1006 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=rho/22020.06 | 0.102 | — | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Ratio (rho)=102020.06 | 0.1027 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=10, Du Imbalance Ratio (rho_u)=2*rho2020.06 | 0.1071 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=12020.06 | 0.1098 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=rho/22020.06 | 0.1114 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=rho2020.06 | 0.1126 | — | |
| LDAM-DRW + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=1, Backbone=ResNet-322020.06 | 0.1132 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=12020.06 | 0.1132 | — | |
| CEBackbone=ResNet-32, Imbalance Ratio (rho)=102020.06 | 0.1146 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=2*rho2020.06 | 0.1151 | — | |
| LDAM-DRW + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=p/2, Backbone=ResNet-322020.06 | 0.117 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=rho/22020.06 | 0.117 | — | |
| LDAM-DRW + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=p, Backbone=ResNet-322020.06 | 0.1192 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=rho2020.06 | 0.1192 | — | |
| LDAM-DRW + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=2p, Backbone=ResNet-322020.06 | 0.1278 | — | |
| LDAM-DRW + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=2*rho2020.06 | 0.1278 | — | |
| CE + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=1, Backbone=ResNet-322020.06 | 0.1302 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=12020.06 | 0.1302 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=12020.06 | 0.1307 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=rho2020.06 | 0.1316 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=rho/22020.06 | 0.1336 | — | |
| CE + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=p/2, Backbone=ResNet-322020.06 | 0.1373 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=rho/22020.06 | 0.1373 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=50, Du Imbalance Ratio (rho_u)=2*rho2020.06 | 0.1454 | — | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Ratio (rho)=502020.06 | 0.1459 | — | |
| CE + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=p, Backbone=ResNet-322020.06 | 0.1465 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=rho2020.06 | 0.1465 | — | |
| CE + Du @5xLabeled Imbalance Ratio (p)=100, Unlabeled Imbalance Ratio (pu)=2p, Backbone=ResNet-322020.06 | 0.1504 | — | |
| CE + Du @5xBackbone=ResNet-32, Imbalance Ratio (rho)=100, Du Imbalance Ratio (rho_u)=2*rho2020.06 | 0.1504 | — | |
| LDAM-DRWLabeled Imbalance Ratio (p)=100, Backbone=ResNet-322020.06 | 0.1666 | — | |
| LDAM-DRWBackbone=ResNet-32, Imbalance Ratio (rho)=1002020.06 | 0.1666 | — | |
| CEBackbone=ResNet-32, Imbalance Ratio (rho)=502020.06 | 0.175 | — | |
| CELabeled Imbalance Ratio (p)=100, Backbone=ResNet-322020.06 | 0.1998 | — | |
| CEBackbone=ResNet-32, Imbalance Ratio (rho)=1002020.06 | 0.1998 | — | |
| BALMSλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 87.6 | |
| FixMatchλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 88 | |
| FixMatch w/ ABCλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 92 | |
| FixMatch w/ CREST+PDAλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 89.1 | |
| FixMatch w/ DARPλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 88.6 | |
| FixMatch w/ DARP+CRTλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 89.9 | |
| SequenceMatchλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 92.4 | |
| VANILLAλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 77 | |
| VATλ (Imbalance Ratio)=100, β (Unlabeled Data Ratio)=20%2023.10 | — | 81.3 |