Image Classification on CIFAR-100 long-tailed (test) (Balanced Error)
57Balanced AccuracyReMixMatch+CDMAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReMixMatch+CDMADgamma=20, unlabeled_distribution_known=true2024.03 | 57 | — | |
| ReMixMatch+CoSSLgamma=20, unlabeled_distribution_known=true2024.03 | 55.8 | — | |
| ReMixMatch+ABCgamma=20, unlabeled_distribution_known=true2024.03 | 55.6 | — | |
| ReMixMatch+DARP+cRTgamma=20, unlabeled_distribution_known=true2024.03 | 54.5 | — | |
| FixMatch+CDMADgamma=20, unlabeled_distribution_known=true2024.03 | 54.3 | — | |
| FixMatch+CoSSLgamma=20, unlabeled_distribution_known=true2024.03 | 53.9 | — | |
| FixMatch+ABCgamma=20, unlabeled_distribution_known=true2024.03 | 53.3 | — | |
| FixMatch+CREST+LAgamma=20, unlabeled_distribution_known=true2024.03 | 52.9 | — | |
| ReMixMatch+DARPgamma=20, unlabeled_distribution_known=true2024.03 | 51.9 | — | |
| ReMixMatch+CREST+LAgamma=20, unlabeled_distribution_known=true2024.03 | 51.9 | — | |
| FixMatch+CRESTgamma=20, unlabeled_distribution_known=true2024.03 | 51.8 | — | |
| ReMixMatchgamma=20, unlabeled_distribution_known=true2024.03 | 51.6 | — | |
| FixMatch+DARP+cRTgamma=20, unlabeled_distribution_known=true2024.03 | 51.4 | — | |
| ReMixMatch+CRESTgamma=20, unlabeled_distribution_known=true2024.03 | 51.3 | — | |
| ReMixMatch+CDMADgamma=50, unlabeled_distribution_known=true2024.03 | 51.1 | — | |
| FixMatch+DARPgamma=20, unlabeled_distribution_known=true2024.03 | 50.8 | — | |
| FixMatchgamma=20, unlabeled_distribution_known=true2024.03 | 49.6 | — | |
| ReMixMatch+CoSSLgamma=50, unlabeled_distribution_known=true2024.03 | 48.9 | — | |
| FixMatch+CDMADgamma=50, unlabeled_distribution_known=true2024.03 | 48.8 | — | |
| ReMixMatch+DARP+cRTgamma=50, unlabeled_distribution_known=true2024.03 | 48.5 | — | |
| FixMatch+UDALgamma=20, unlabeled_distribution_known=true2024.03 | 48 | — | |
| ReMixMatch+ABCgamma=50, unlabeled_distribution_known=true2024.03 | 47.9 | — | |
| FixMatch+CoSSLgamma=50, unlabeled_distribution_known=true2024.03 | 47.6 | — | |
| FixMatch+CREST+LAgamma=50, unlabeled_distribution_known=true2024.03 | 47.3 | — | |
| FixMatch+ABCgamma=50, unlabeled_distribution_known=true2024.03 | 46.7 | — | |
| ReMixMatch+CREST+LAgamma=50, unlabeled_distribution_known=true2024.03 | 46.6 | — | |
| ReMixMatch+CRESTgamma=50, unlabeled_distribution_known=true2024.03 | 45.5 | — | |
| FixMatch+DARP+cRTgamma=50, unlabeled_distribution_known=true2024.03 | 44.9 | — | |
| FixMatch+CRESTgamma=50, unlabeled_distribution_known=true2024.03 | 44.9 | — | |
| ReMixMatch+CDMADgamma=100, unlabeled_distribution_known=true2024.03 | 44.9 | — | |
| ReMixMatch+DARPgamma=50, unlabeled_distribution_known=true2024.03 | 44.7 | — | |
| ReMixMatchgamma=50, unlabeled_distribution_known=true2024.03 | 44.2 | — | |
| FixMatch+CDMADgamma=100, unlabeled_distribution_known=true2024.03 | 44.1 | — | |
| ReMixMatch+CoSSLgamma=100, unlabeled_distribution_known=true2024.03 | 44.1 | — | |
| FixMatch+UDALgamma=50, unlabeled_distribution_known=true2024.03 | 43.7 | — | |
| FixMatch+UDALgamma=100, unlabeled_distribution_known=true2024.03 | 43.7 | — | |
| ReMixMatch+DARP+cRTgamma=100, unlabeled_distribution_known=true2024.03 | 43.7 | — | |
| FixMatch+DARPgamma=50, unlabeled_distribution_known=true2024.03 | 43.1 | — | |
| FixMatch+CoSSLgamma=100, unlabeled_distribution_known=true2024.03 | 43 | — | |
| FixMatch+CREST+LAgamma=100, unlabeled_distribution_known=true2024.03 | 42.7 | — | |
| ReMixMatch+ABCgamma=100, unlabeled_distribution_known=true2024.03 | 42.2 | — | |
| FixMatchgamma=50, unlabeled_distribution_known=true2024.03 | 42.1 | — | |
| ReMixMatch+CREST+LAgamma=100, unlabeled_distribution_known=true2024.03 | 41.7 | — | |
| FixMatch+ABCgamma=100, unlabeled_distribution_known=true2024.03 | 41.2 | — | |
| ReMixMatch+CRESTgamma=100, unlabeled_distribution_known=true2024.03 | 41 | — | |
| FixMatch+DARP+cRTgamma=100, unlabeled_distribution_known=true2024.03 | 40.4 | — | |
| FixMatch+CRESTgamma=100, unlabeled_distribution_known=true2024.03 | 40.1 | — | |
| ReMixMatch+DARPgamma=100, unlabeled_distribution_known=true2024.03 | 39.8 | — | |
| ReMixMatchgamma=100, unlabeled_distribution_known=true2024.03 | 39.3 | — | |
| FixMatch+DARPgamma=100, unlabeled_distribution_known=true2024.03 | 38.3 | — | |
| FixMatchgamma=100, unlabeled_distribution_known=true2024.03 | 37.6 | — | |
| AdaptiveBackbone=ResNet-32, Training detail=LDAM + SGD2020.07 | — | 60.4 | |
| EqualisedBackbone=ResNet-322020.07 | — | 57.26 | |
| ERMBackbone=ResNet-322020.07 | — | 61.64 | |
| Logit adjustment lossBackbone=ResNet-32, tau=12020.07 | — | 56.11 | |
| Logit adjustment post-hocBackbone=ResNet-32, tau=12020.07 | — | 58.24 | |
| Logit adjustment post-hocBackbone=ResNet-32, tau=tau*2020.07 | — | 57.9 | |
| Weight normalisationBackbone=ResNet-32, tau=12020.07 | — | 58.89 | |
| Weight normalisationBackbone=ResNet-32, tau=tau*2020.07 | — | 58.76 |