Image Classification on CIFAR-100-LT gamma=100 (test)
53.1AccuracyDAMEL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAMELNumber of experts=4, Data Augmentation=Weak2026.05 | 53.1 | — | — | — | |
| DAMELNumber of experts=42026.05 | 53.1 | 71.6 | 53.8 | 31.4 | |
| DAMELNumber of experts=3, Data Augmentation=Weak2026.05 | 52.6 | — | — | — | |
| DAMELNumber of experts=32026.05 | 52.6 | 70.4 | 53.5 | 31.5 | |
| Meta-CALAData Augmentation=Weak2026.05 | 52.3 | — | — | — | |
| DAMELNumber of experts=22026.05 | 52.1 | 69.5 | 53.1 | 31.2 | |
| ProCoData Augmentation=Weak2026.05 | 51.8 | — | — | — | |
| MCEData Augmentation=Weak2026.05 | 50.1 | — | — | — | |
| DAMELNumber of experts=12026.05 | 50 | 66.5 | 51 | 30.3 | |
| TLCNumber of experts=42026.05 | 49.8 | 71.1 | 48.4 | 29.7 | |
| ACENumber of experts=42026.05 | 49.6 | 66.3 | 52.8 | 27.2 | |
| ACEData Augmentation=Weak2026.05 | 49.4 | — | — | — | |
| RIDENumber of experts=42026.05 | 49.1 | 69.3 | 49.3 | 26 | |
| TLCData Augmentation=Weak2026.05 | 49 | — | — | — | |
| RIDEData Augmentation=Weak2026.05 | 48 | — | — | — | |
| CSAData Augmentation=Weak2026.05 | 46.6 | — | — | — | |
| ReMixMatch w/ CoSSLBase Method=ReMixMatch, Long-tailed Technique=CoSSL2021.12 | 44.1 | — | — | — | |
| Logit AdjData Augmentation=Weak2026.05 | 43.9 | — | — | — | |
| Logit Adj2026.05 | 43.9 | — | — | — | |
| TSCData Augmentation=Weak2026.05 | 43.8 | — | — | — | |
| LFME2026.05 | 43.8 | — | — | — | |
| ReMixMatch w/ DARP + CRTBase Method=ReMixMatch, Long-tailed Technique=DARP + CRT2021.12 | 43.7 | — | — | — | |
| LDAM+M2mData Augmentation=Weak2026.05 | 43.5 | — | — | — | |
| LDAM+M2m2026.05 | 43.5 | — | — | — | |
| cRT2026.05 | 43.3 | 64 | 44.8 | 18.1 | |
| FixMatch w/ CoSSLBase Method=FixMatch, Long-tailed Technique=CoSSL2021.12 | 43 | — | — | — | |
| FixMatch w/ CReST+ + LABase Method=FixMatch, Long-tailed Technique=CReST+ + LA2021.12 | 42.7 | — | — | — | |
| ReMixMatch w/ LDAM-DRWBase Method=ReMixMatch, Long-tailed Technique=LDAM-DRW2021.12 | 42.3 | — | — | — | |
| LDAM+DRWData Augmentation=Weak2026.05 | 42 | — | — | — | |
| LDAM+DRW2026.05 | 42 | 61.5 | 41.7 | 20.2 | |
| ReMixMatch w/ CReST+ + LABase Method=ReMixMatch, Long-tailed Technique=CReST+ + LA2021.12 | 41.7 | — | — | — | |
| MixupData Augmentation=Weak2026.05 | 41.2 | — | — | — | |
| Mixup2026.05 | 41.2 | 70.7 | 40.4 | 8.8 | |
| ReMixMatch w/ CReST+Base Method=ReMixMatch, Long-tailed Technique=CReST+2021.12 | 41 | — | — | — | |
| FixMatch w/ DARP + CRTBase Method=FixMatch, Long-tailed Technique=DARP + CRT2021.12 | 40.4 | — | — | — | |
| FixMatch w/ CReST+Base Method=FixMatch, Long-tailed Technique=CReST+2021.12 | 40.1 | — | — | — | |
| ReMixMatch w/ DARPBase Method=ReMixMatch, Long-tailed Technique=DARP2021.12 | 39.8 | — | — | — | |
| BBNData Augmentation=Weak2026.05 | 39.4 | — | — | — | |
| BBN2026.05 | 39.4 | 47.2 | 49.4 | 19.8 | |
| ReMixMatchBase Method=ReMixMatch2021.12 | 39.3 | — | — | — | |
| FixMatch w/ DARPBase Method=FixMatch, Long-tailed Technique=DARP2021.12 | 38.3 | — | — | — | |
| VanillaData Augmentation=Weak2026.05 | 38.3 | — | — | — | |
| Vanilla2026.05 | 38.3 | 65.2 | 37.1 | 9.1 | |
| FixMatch w/ Re-samplingBase Method=FixMatch, Long-tailed Technique=Re-sampling2021.12 | 38.2 | — | — | — | |
| ReMixMatch w/ Re-samplingBase Method=ReMixMatch, Long-tailed Technique=Re-sampling2021.12 | 37.8 | — | — | — | |
| FixMatchBase Method=FixMatch2021.12 | 37.6 | — | — | — | |
| Resampling2026.05 | 36 | 59 | 35.4 | 10.9 | |
| FixMatch w/ LDAM-DRWBase Method=FixMatch, Long-tailed Technique=LDAM-DRW2021.12 | 34.7 | — | — | — |