Image Classification on CIFAR-10-LT gamma=100 (test)
94.3AccuracyACR + BEM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ACR + BEMgamma_u=1 (uniform), N1=500, M1=40002024.04 | 94.3 | — | — | |
| ACRgamma_u=1 (uniform), N1=500, M1=40002024.04 | 92.1 | — | — | |
| ACR + BEMgamma_u=1/100 (reversed), N1=1500, M1=30002024.04 | 89.8 | — | — | |
| FixMatch + BEMgamma_u=1 (uniform), N1=500, M1=40002024.04 | 86.8 | — | — | |
| FixMatch + DASOgamma_u=1 (uniform), N1=500, M1=40002024.04 | 86.6 | — | — | |
| FixMatch + ABC + BEMgamma_u=1 (uniform), N1=500, M1=40002024.04 | 85.9 | — | — | |
| FixMatch + LA + BEMgamma_u=1 (uniform), N1=500, M1=40002024.04 | 85.3 | — | — | |
| FixMatch + ABC + DASOgamma_u=1 (uniform), N1=500, M1=40002024.04 | 85.2 | — | — | |
| DAMELNumber of experts=4, Data Augmentation=Weak2026.05 | 85 | — | — | |
| ProCoData Augmentation=Weak2026.05 | 84.8 | — | — | |
| Meta-CALAData Augmentation=Weak2026.05 | 84.8 | — | — | |
| DAMELNumber of experts=3, Data Augmentation=Weak2026.05 | 84.7 | — | — | |
| FixMatch + LA + DASOgamma_u=1 (uniform), N1=500, M1=40002024.04 | 84.6 | — | — | |
| MCEData Augmentation=Weak2026.05 | 84.5 | — | — | |
| ReMixMatch w/ CoSSLBackbone=Wide ResNet-28-22021.12 | 84.1 | — | — | |
| ReMixMatch w/ DARP + CRTBackbone=Wide ResNet-28-22021.12 | 83.5 | — | — | |
| FixMatch w/ CoSSLBackbone=Wide ResNet-28-22021.12 | 83.2 | — | — | |
| CSAData Augmentation=Weak2026.05 | 82.5 | — | — | |
| FixMatch w/ DARP + CRTBackbone=Wide ResNet-28-22021.12 | 82.4 | — | — | |
| RIDEData Augmentation=Weak2026.05 | 81.7 | — | — | |
| ReMixMatch w/ CReST+ + LABackbone=Wide ResNet-28-22021.12 | 81.3 | — | — | |
| ACEData Augmentation=Weak2026.05 | 81.2 | — | — | |
| FixMatch w/ CReST+ + LABackbone=Wide ResNet-28-22021.12 | 80.8 | — | — | |
| ReMixMatch w/ LDAM-DRWBackbone=Wide ResNet-28-22021.12 | 80.5 | — | — | |
| TLCData Augmentation=Weak2026.05 | 80.3 | — | — | |
| BBNData Augmentation=Weak2026.05 | 79.8 | — | — | |
| TSCData Augmentation=Weak2026.05 | 79.7 | — | — | |
| LDAM+M2mData Augmentation=Weak2026.05 | 79.1 | — | — | |
| FixMatch w/ Re-samplingBackbone=Wide ResNet-28-22021.12 | 78.9 | — | — | |
| ReMixMatch w/ CReST+Backbone=Wide ResNet-28-22021.12 | 78.8 | — | — | |
| Logit AdjData Augmentation=Weak2026.05 | 77.7 | — | — | |
| FixMatch w/ CReST+Backbone=Wide ResNet-28-22021.12 | 77.4 | — | — | |
| LDAM+DRWData Augmentation=Weak2026.05 | 77 | — | — | |
| ReMixMatch w/ Re-samplingBackbone=Wide ResNet-28-22021.12 | 76.7 | — | — | |
| MixMatch w/ CoSSLBackbone=Wide ResNet-28-22021.12 | 76.4 | — | — | |
| ReMixMatch w/ DARPBackbone=Wide ResNet-28-22021.12 | 75.8 | — | — | |
| FixMatch w/ DARPBackbone=Wide ResNet-28-22021.12 | 75.5 | — | — | |
| ReMixMatchBackbone=Wide ResNet-28-22021.12 | 73.8 | — | — | |
| FixMatch w/ LDAM-DRWBackbone=Wide ResNet-28-22021.12 | 73.1 | — | — | |
| MixupData Augmentation=Weak2026.05 | 73.1 | — | — | |
| FixMatchgamma_u=1 (uniform), N1=500, M1=40002024.04 | 73 | — | — | |
| MixMatch w/ CReST+Backbone=Wide ResNet-28-22021.12 | 71.9 | — | — | |
| FixMatchgamma_u=1/100 (reversed), N1=1500, M1=30002024.04 | 71.8 | — | — | |
| FixMatchBackbone=Wide ResNet-28-22021.12 | 71.5 | — | — | |
| VanillaData Augmentation=Weak2026.05 | 69.8 | — | — | |
| MixMatch w/ DARPBackbone=Wide ResNet-28-22021.12 | 67.9 | — | — | |
| MixMatchBackbone=Wide ResNet-28-22021.12 | 64.8 | — | — | |
| cRTBackbone=Wide ResNet-28-22021.12 | 63.2 | — | — | |
| LDAM-DRWBackbone=Wide ResNet-28-22021.12 | 62.8 | — | — | |
| vanillaBackbone=Wide ResNet-28-22021.12 | 58.8 | — | — | |
| Re-samplingBackbone=Wide ResNet-28-22021.12 | 55.8 | — | — | |
| cRTBase Framework=Deep CNN2024.03 | — | 63.2 | 59.9 | |
| FixMatchBase Framework=FixMatch2024.03 | — | 71.5 | 66.8 | |
| FixMatch + ABCBase Framework=FixMatch2024.03 | — | 81.1 | 80.3 | |
| FixMatch + AdshBase Framework=FixMatch2024.03 | — | 76.5 | — | |
| FixMatch + CDMADBase Framework=FixMatch2024.03 | — | 83.6 | 83.1 | |
| FixMatch + CoSSLBase Framework=FixMatch2024.03 | — | 83.2 | 82.7 | |
| FixMatch + CREST + LABase Framework=FixMatch2024.03 | — | 81.2 | 74.5 | |
| FixMatch + DARP + cRTBase Framework=FixMatch2024.03 | — | 82.4 | 81.8 | |
| FixMatch + DebiasPLBase Framework=FixMatch2024.03 | — | 80.6 | — | |
| FixMatch + L2ACBase Framework=FixMatch2024.03 | — | 82.1 | 81.5 | |
| FixMatch + SAW + LABase Framework=FixMatch2024.03 | — | 80.7 | 77.5 | |
| FixMatch + UDALBase Framework=FixMatch2024.03 | — | 81.4 | — | |
| LDAM-DRWBase Framework=Deep CNN2024.03 | — | 62.8 | 58.9 | |
| Re-samplingBase Framework=Deep CNN2024.03 | — | 55.8 | 45.1 | |
| ReMixMatchBase Framework=ReMixMatch2024.03 | — | 73.8 | 69.5 | |
| ReMixMatch + ABCBase Framework=ReMixMatch2024.03 | — | 84.5 | 84.1 | |
| ReMixMatch + CDMADBase Framework=ReMixMatch2024.03 | — | 85.5 | 85.3 | |
| ReMixMatch + CoSSLBase Framework=ReMixMatch2024.03 | — | 84.1 | 83.7 | |
| ReMixMatch + CREST + LABase Framework=ReMixMatch2024.03 | — | 81.3 | — | |
| ReMixMatch + DARP + cRTBase Framework=ReMixMatch2024.03 | — | 83.5 | 83.1 | |
| ReMixMatch + SAW + cRTBase Framework=ReMixMatch2024.03 | — | 85.4 | 83.9 | |
| VanillaBase Framework=Deep CNN2024.03 | — | 58.8 | 58.2 |