Long-tailed Image Classification on CIFAR-10 LT gamma=100, beta=20% (test)
82.4Overall AccuracyReMixMatch w/ ABC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReMixMatch w/ ABCSSL Base=ReMixMatch, Components=ABC2021.10 | 82.4 | 75.7 | |
| FixMatch w/ ABCSSL Base=FixMatch, Components=ABC2021.10 | 81.1 | 72 | |
| ReMixMatch w/ DARP+cRTSSL Base=ReMixMatch, Components=DARP+cRT2021.10 | 78.5 | 66.4 | |
| FixMatch w/ DARP+cRTSSL Base=FixMatch, Components=DARP+cRT2021.10 | 78.1 | 66.6 | |
| ReMixMatch + DARPBackbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 77.8 | — | |
| ReMixMatch + OursBackbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 77.1 | — | |
| FixMatch w/ CReST+PDASSL Base=FixMatch, Components=CReST+PDA2021.10 | 76.6 | 61.4 | |
| ReMixMatch + (CReST+PDA)Backbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 75.9 | — | |
| ReMixMatch w/ CReST+PDASSL Base=ReMixMatch, Components=CReST+PDA2021.10 | 75.7 | 59.6 | |
| ReMixMatchBackbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 75.5 | — | |
| ReMixMatch w/ DARPSSL Base=ReMixMatch, Components=DARP2021.10 | 74.4 | 56.9 | |
| FixMatch w/ DARPSSL Base=FixMatch, Components=DARP2021.10 | 73.7 | 57 | |
| ReMixMatchSSL Base=ReMixMatch2021.10 | 73.7 | 55.9 | |
| FixMatch + (CReST+PDA)Backbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 73 | — | |
| FixMatch + OursBackbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 72.8 | — | |
| FixMatchSSL Base=FixMatch2021.10 | 72.3 | 53.8 | |
| FixMatchBackbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 71.1 | — | |
| FixMatch + DARPBackbone=WideResNet-28-2, imbalance ratio (gamma)=100, labeled data ratio (beta)=20%2026.03 | 71 | — | |
| BALMS2021.10 | 70.7 | 69.8 | |
| Vanilla2021.10 | 55.3 | 33.9 | |
| VAT2021.10 | 55.3 | 28.2 |