Image Classification on CIFAR-100-LT gamma=50 (test)
57.8AccuracyDAMEL
Evaluation results
| Method | Links | |
|---|---|---|
| DAMELNumber of experts=4, Data Augmentation=Weak2026.05 | 57.8 | |
| DAMELNumber of experts=3, Data Augmentation=Weak2026.05 | 56.9 | |
| ProCoData Augmentation=Weak2026.05 | 56.4 | |
| MCEData Augmentation=Weak2026.05 | 56 | |
| ResLTData Augmentation=Weak2026.05 | 52.8 | |
| RIDEData Augmentation=Weak2026.05 | 52.2 | |
| CSAData Augmentation=Weak2026.05 | 51.9 | |
| ACEData Augmentation=Weak2026.05 | 50.7 | |
| ReMixMatch w/ CoSSLBase Method=ReMixMatch, Long-tailed Technique=CoSSL2021.12 | 48.9 | |
| ReMixMatch w/ DARP + CRTBase Method=ReMixMatch, Long-tailed Technique=DARP + CRT2021.12 | 48.5 | |
| FixMatch w/ CoSSLBase Method=FixMatch, Long-tailed Technique=CoSSL2021.12 | 47.6 | |
| ReMixMatch w/ LDAM-DRWBase Method=ReMixMatch, Long-tailed Technique=LDAM-DRW2021.12 | 47.5 | |
| TSCData Augmentation=Weak2026.05 | 47.4 | |
| FixMatch w/ CReST+ + LABase Method=FixMatch, Long-tailed Technique=CReST+ + LA2021.12 | 47.3 | |
| BBNData Augmentation=Weak2026.05 | 47 | |
| ReMixMatch w/ CReST+ + LABase Method=ReMixMatch, Long-tailed Technique=CReST+ + LA2021.12 | 46.6 | |
| ReMixMatch w/ CReST+Base Method=ReMixMatch, Long-tailed Technique=CReST+2021.12 | 45.5 | |
| LDAM+DRWData Augmentation=Weak2026.05 | 45.1 | |
| MixupData Augmentation=Weak2026.05 | 45 | |
| FixMatch w/ DARP + CRTBase Method=FixMatch, Long-tailed Technique=DARP + CRT2021.12 | 44.9 | |
| FixMatch w/ CReST+Base Method=FixMatch, Long-tailed Technique=CReST+2021.12 | 44.9 | |
| ReMixMatch w/ DARPBase Method=ReMixMatch, Long-tailed Technique=DARP2021.12 | 44.7 | |
| ReMixMatchBase Method=ReMixMatch2021.12 | 44.2 | |
| FixMatch w/ Re-samplingBase Method=FixMatch, Long-tailed Technique=Re-sampling2021.12 | 43.2 | |
| FixMatch w/ DARPBase Method=FixMatch, Long-tailed Technique=DARP2021.12 | 43.1 | |
| ReMixMatch w/ Re-samplingBase Method=ReMixMatch, Long-tailed Technique=Re-sampling2021.12 | 42.9 | |
| FixMatchBase Method=FixMatch2021.12 | 42.1 | |
| VanillaData Augmentation=Weak2026.05 | 42.1 | |
| FixMatch w/ LDAM-DRWBase Method=FixMatch, Long-tailed Technique=LDAM-DRW2021.12 | 40.4 |