Image Classification on CIFAR100 long-tailed (test)
66.3AccuracyFixMatch+ACR w/ BEM
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch+ACR w/ BEMgamma=10, Nl=150, Ml=3002024.04 | 66.3 | |
| FixMatch+ACRgamma=10, Nl=150, Ml=3002024.04 | 65.6 | |
| SFMimbalance ratio (ρ)=102025.11 | 64.98 | |
| CSA + mixupImbalance Ratio=102023.10 | 62.6 | |
| LWS+mixupImbalance Ratio=102023.10 | 62.3 | |
| cRT+mixupImbalance Ratio=102023.10 | 62.1 | |
| FixMatch+LA w/ BEMgamma=10, Nl=150, Ml=3002024.04 | 61.9 | |
| CSAImbalance Ratio=102023.10 | 61.3 | |
| FixMatch+ABC w/ BEMgamma=10, Nl=150, Ml=3002024.04 | 60.9 | |
| FixMatch+LA w/ DASOgamma=10, Nl=150, Ml=3002024.04 | 60.6 | |
| FixMatch+ABC w/ DASOgamma=10, Nl=150, Ml=3002024.04 | 60 | |
| FixMatch+LA w/ DARPgamma=10, Nl=150, Ml=3002024.04 | 59.9 | |
| FixMatch+ACR w/ BEMgamma=20, Nl=150, Ml=3002024.04 | 59.8 | |
| CMOImbalance Ratio=102023.10 | 59.5 | |
| RemixImbalance Ratio=102023.10 | 59.4 | |
| FixMatch w/ DASOgamma=10, Nl=150, Ml=3002024.04 | 59.2 | |
| BBNImbalance Ratio=102023.10 | 59.1 | |
| FixMatch+ABCgamma=10, Nl=150, Ml=3002024.04 | 59.1 | |
| FixMatch w/ BEMgamma=10, Nl=150, Ml=3002024.04 | 59 | |
| FixMatch+ACRgamma=20, Nl=150, Ml=3002024.04 | 58.9 | |
| LDAM-DRWImbalance Ratio=102023.10 | 58.7 | |
| FixMatch+LAgamma=10, Nl=150, Ml=3002024.04 | 58.6 | |
| CE-DRSImbalance Ratio=102023.10 | 58.1 | |
| CE-DRWImbalance Ratio=102023.10 | 58.1 | |
| CRTImbalance Ratio=102023.10 | 58.1 | |
| LWSImbalance Ratio=102023.10 | 58.1 | |
| FixMatch w/ DARPgamma=10, Nl=150, Ml=3002024.04 | 58.1 | |
| CB-FocalImbalance Ratio=102023.10 | 58 | |
| mixupImbalance Ratio=102023.10 | 58 | |
| M2mImbalance Ratio=102023.10 | 57.6 | |
| FixMatch w/ CREST+gamma=10, Nl=150, Ml=3002024.04 | 57.4 | |
| FixMatch+LA w/ CRESTgamma=10, Nl=150, Ml=3002024.04 | 57.1 | |
| FixMatchgamma=10, Nl=150, Ml=3002024.04 | 56.5 | |
| FixMatch+LA w/ BEMgamma=20, Nl=150, Ml=3002024.04 | 56.1 | |
| Focal LossImbalance Ratio=102023.10 | 55.8 | |
| FixMatch+ACR w/ BEMgamma=10, Nl=50, Ml=4002024.04 | 55.8 | |
| CEImbalance Ratio=102023.10 | 55.7 | |
| FixMatch+ACRgamma=10, Nl=50, Ml=4002024.04 | 55.7 | |
| FixMatch+ABC w/ BEMgamma=20, Nl=150, Ml=3002024.04 | 55.5 | |
| FixMatch+ABC w/ DASOgamma=20, Nl=150, Ml=3002024.04 | 55.3 | |
| FixMatch+LA w/ DASOgamma=20, Nl=150, Ml=3002024.04 | 55.1 | |
| FixMatch w/ BEMgamma=20, Nl=150, Ml=3002024.04 | 54.3 | |
| FixMatch+LA w/ DARPgamma=20, Nl=150, Ml=3002024.04 | 53.8 | |
| FixMatch+ABCgamma=20, Nl=150, Ml=3002024.04 | 53.7 | |
| FixMatch+LAgamma=20, Nl=150, Ml=3002024.04 | 53.4 | |
| FixMatch w/ DASOgamma=20, Nl=150, Ml=3002024.04 | 52.9 | |
| FixMatch+LA w/ CRESTgamma=20, Nl=150, Ml=3002024.04 | 52.3 | |
| FixMatch w/ DARPgamma=20, Nl=150, Ml=3002024.04 | 52.2 | |
| FixMatch w/ CREST+gamma=20, Nl=150, Ml=3002024.04 | 52.1 | |
| CSA + mixupImbalance Ratio=502023.10 | 51.9 | |
| FixMatch+LA w/ BEMgamma=10, Nl=50, Ml=4002024.04 | 51.3 | |
| SFMimbalance ratio (ρ)=502025.11 | 50.92 | |
| cRT+mixupImbalance Ratio=502023.10 | 50.9 | |
| LWS+mixupImbalance Ratio=502023.10 | 50.7 | |
| FixMatchgamma=20, Nl=150, Ml=3002024.04 | 50.7 | |
| FixMatch+LA w/ DASOgamma=10, Nl=50, Ml=4002024.04 | 50.7 | |
| FixMatch+LA w/ DARPgamma=10, Nl=50, Ml=4002024.04 | 50.5 | |
| FixMatch w/ BEMgamma=10, Nl=50, Ml=4002024.04 | 50.4 | |
| FixMatch+ABC w/ DASOgamma=10, Nl=50, Ml=4002024.04 | 50.2 | |
| FixMatch+ABC w/ BEMgamma=10, Nl=50, Ml=4002024.04 | 50 | |
| FixMatch w/ DASOgamma=10, Nl=50, Ml=4002024.04 | 49.8 | |
| CSAImbalance Ratio=502023.10 | 49.6 | |
| FixMatch w/ DARPgamma=10, Nl=50, Ml=4002024.04 | 49.4 | |
| Supervised w/ LAgamma=10, Nl=150, Ml=3002024.04 | 48.7 | |
| FixMatch+ACR w/ BEMgamma=20, Nl=50, Ml=4002024.04 | 48.6 | |
| CMOImbalance Ratio=502023.10 | 48.3 | |
| FixMatch+ACRgamma=20, Nl=50, Ml=4002024.04 | 48 | |
| FixMatch+ABCgamma=10, Nl=50, Ml=4002024.04 | 47.5 | |
| FixMatch+LAgamma=10, Nl=50, Ml=4002024.04 | 47.3 | |
| CReFFimbalance ratio (ρ)=102025.11 | 47.08 | |
| BBNImbalance Ratio=502023.10 | 47 | |
| Supervisedgamma=10, Nl=150, Ml=3002024.04 | 46.9 | |
| CCVRimbalance ratio (ρ)=102025.11 | 46.88 | |
| CRTImbalance Ratio=502023.10 | 46.8 | |
| Ratio Lossimbalance ratio (ρ)=102025.11 | 46.79 | |
| FedNovaimbalance ratio (ρ)=102025.11 | 46.75 | |
| LDAM-DRWImbalance Ratio=502023.10 | 46.6 | |
| CSA + mixupImbalance Ratio=1002023.10 | 46.6 | |
| LWSImbalance Ratio=502023.10 | 46.4 | |
| FedBEimbalance ratio (ρ)=102025.11 | 46.25 | |
| FedDFimbalance ratio (ρ)=102025.11 | 46.19 | |
| SFMimbalance ratio (ρ)=1002025.11 | 46.16 | |
| FedProximbalance ratio (ρ)=102025.11 | 46.1 | |
| CAM-BSImbalance Ratio=502023.10 | 46 | |
| FedAvgimbalance ratio (ρ)=102025.11 | 45.87 | |
| CSAImbalance Ratio=1002023.10 | 45.8 | |
| Fed-Focal Lossimbalance ratio (ρ)=102025.11 | 45.52 | |
| CE-DRSImbalance Ratio=502023.10 | 45.5 | |
| CE-DRWImbalance Ratio=502023.10 | 45.3 | |
| CB-FocalImbalance Ratio=502023.10 | 45.2 | |
| FixMatchgamma=10, Nl=50, Ml=4002024.04 | 45.2 | |
| cRT+mixupImbalance Ratio=1002023.10 | 45.1 | |
| mixupImbalance Ratio=502023.10 | 45 | |
| FixMatch+LA w/ BEMgamma=20, Nl=50, Ml=4002024.04 | 44.8 | |
| FedAvgMimbalance ratio (ρ)=102025.11 | 44.66 | |
| FixMatch w/ CREST+gamma=10, Nl=50, Ml=4002024.04 | 44.5 | |
| FixMatch+ABC w/ DASOgamma=20, Nl=50, Ml=4002024.04 | 44.5 | |
| FixMatch+LA w/ DARPgamma=20, Nl=50, Ml=4002024.04 | 44.4 | |
| FixMatch+ABC w/ BEMgamma=20, Nl=50, Ml=4002024.04 | 44.4 | |
| Focal LossImbalance Ratio=502023.10 | 44.3 |