Image Classification on CIFAR-10-LT gamma=50 (test)
87.9AccuracyDAMEL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAMELNumber of experts=4, Data Augmentation=Weak2026.05 | 87.9 | — | — | |
| ReMixMatch w/ CoSSLBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 87.7 | — | — | |
| ProCoData Augmentation=Weak2026.05 | 87.5 | — | — | |
| ReMixMatch w/ DARP + CRTBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 87.3 | — | — | |
| MCEData Augmentation=Weak2026.05 | 87.3 | — | — | |
| FixMatch w/ CoSSLBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 86.8 | — | — | |
| DAMELNumber of experts=3, Data Augmentation=Weak2026.05 | 86.5 | — | — | |
| CSAData Augmentation=Weak2026.05 | 86 | — | — | |
| ReMixMatch w/ LDAM-DRWBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 85.9 | — | — | |
| FixMatch w/ DARP + CRTBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 85.8 | — | — | |
| ResLTData Augmentation=Weak2026.05 | 85.4 | — | — | |
| FixMatch w/ CReST+ + LABackbone=Wide ResNet-28-2, Category=SSL2021.12 | 84.9 | — | — | |
| FixMatch w/ Re-samplingBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 84.8 | — | — | |
| ACEData Augmentation=Weak2026.05 | 84.3 | — | — | |
| ReMixMatch w/ CReST+ + LABackbone=Wide ResNet-28-2, Category=SSL2021.12 | 84.2 | — | — | |
| RIDEData Augmentation=Weak2026.05 | 84 | — | — | |
| FixMatch w/ CReST+Backbone=Wide ResNet-28-2, Category=SSL2021.12 | 83.9 | — | — | |
| ReMixMatch w/ CReST+Backbone=Wide ResNet-28-2, Category=SSL2021.12 | 83.7 | — | — | |
| ReMixMatch w/ Re-samplingBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 83.6 | — | — | |
| TSCData Augmentation=Weak2026.05 | 82.9 | — | — | |
| BBNData Augmentation=Weak2026.05 | 82.2 | — | — | |
| ReMixMatch w/ DARPBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 82.1 | — | — | |
| FixMatch w/ DARPBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 81.8 | — | — | |
| ReMixMatchBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 81.5 | — | — | |
| MixMatch w/ CoSSLBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 80.3 | — | — | |
| FixMatch w/ LDAM-DRWBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 80 | — | — | |
| LDAM+DRWData Augmentation=Weak2026.05 | 79.3 | — | — | |
| FixMatchBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 79.2 | — | — | |
| MixMatch w/ CReST+Backbone=Wide ResNet-28-2, Category=SSL2021.12 | 79 | — | — | |
| MixupData Augmentation=Weak2026.05 | 77.8 | — | — | |
| EMQNetBackbone=ResNet-20, Bit-width=2-bit2026.06 | 75.66 | — | — | |
| MixMatch w/ DARPBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 75.2 | — | — | |
| VanillaData Augmentation=Weak2026.05 | 75.2 | — | — | |
| EmaQ-LTBackbone=ResNet-20, Bit-width=4-bit2026.06 | 74.4 | — | — | |
| MixMatchBackbone=Wide ResNet-28-2, Category=SSL2021.12 | 73.2 | — | — | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 72.13 | — | — | |
| QwTBackbone=ResNet-20, Bit-width=4-bit2026.06 | 71.97 | — | — | |
| EmaQ-LTBackbone=ResNet-20, Bit-width=2-bit2026.06 | 71.73 | — | — | |
| ZAQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 70.82 | — | — | |
| ZAQBackbone=ResNet-20, Bit-width=2-bit2026.06 | 70.03 | — | — | |
| Choi et al.Backbone=MobileNet-V2, Bit-width=4-bit2026.06 | 69.98 | — | — | |
| QimeraBackbone=ResNet-20, Bit-width=4-bit2026.06 | 69.96 | — | — | |
| ZeroQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 69.85 | — | — | |
| Choi et al.Backbone=ResNet-20, Bit-width=4-bit2026.06 | 69.74 | — | — | |
| ZAQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 69.71 | — | — | |
| ZeroQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 69.4 | — | — | |
| Choi et al.Backbone=ResNet-20, Bit-width=2-bit2026.06 | 69.36 | — | — | |
| ZeroQBackbone=ResNet-20, Bit-width=2-bit2026.06 | 69.25 | — | — | |
| BatchQuantBackbone=ResNet-20, Bit-width=4-bit2026.06 | 69.19 | — | — | |
| QwTBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 68.97 | — | — | |
| LDAM-DRWBackbone=Wide ResNet-28-2, Category=Long-tailed recognition2021.12 | 68.9 | — | — | |
| cRTBackbone=Wide ResNet-28-2, Category=Long-tailed recognition2021.12 | 67.8 | — | — | |
| Meta AugBackbone=ResNet-20, Bit-width=4-bit2026.06 | 67.75 | — | — | |
| EmaQ-LTBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 66.3 | — | — | |
| vanillaBackbone=Wide ResNet-28-22021.12 | 65.22 | — | — | |
| Re-samplingBackbone=Wide ResNet-28-2, Category=Long-tailed recognition2021.12 | 64.3 | — | — | |
| Meta AugBackbone=ResNet-20, Bit-width=2-bit2026.06 | 64 | — | — | |
| Meta AugBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 59.98 | — | — | |
| BatchQuantBackbone=ResNet-20, Bit-width=2-bit2026.06 | 59.39 | — | — | |
| LLSQBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 53.08 | — | — | |
| QwTBackbone=ResNet-20, Bit-width=2-bit2026.06 | 53.04 | — | — | |
| EMQNetBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 52.62 | — | — | |
| LLSQBackbone=ResNet-20, Bit-width=4-bit2026.06 | 48.2 | — | — | |
| QimeraBackbone=ResNet-20, Bit-width=2-bit2026.06 | 39.82 | — | — | |
| EMQNetBackbone=ResNet-20, Bit-width=4-bit2026.06 | 22.64 | — | — | |
| QwTBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 20.24 | — | — | |
| EMQNetBackbone=MobileNet-V2, Bit-width=4-bit2026.06 | 20.05 | — | — | |
| Meta AugBackbone=MobileNet-V2, Bit-width=2-bit2026.06 | 10 | — | — | |
| cRTBase Framework=Deep CNN2024.03 | — | 67.8 | 66.3 | |
| FixMatchBase Framework=FixMatch2024.03 | — | 79.2 | 77.8 | |
| FixMatch + ABCBase Framework=FixMatch2024.03 | — | 85.6 | 85.2 | |
| FixMatch + AdshBase Framework=FixMatch2024.03 | — | 83.4 | — | |
| FixMatch + CDMADBase Framework=FixMatch2024.03 | — | 87.3 | 87 | |
| FixMatch + CoSSLBase Framework=FixMatch2024.03 | — | 86.8 | 86.6 | |
| FixMatch + CREST + LABase Framework=FixMatch2024.03 | — | 85.6 | 81.9 | |
| FixMatch + DARP + cRTBase Framework=FixMatch2024.03 | — | 85.8 | 85.6 | |
| FixMatch + SAW + LABase Framework=FixMatch2024.03 | — | 86.2 | 83.9 | |
| FixMatch + UDALBase Framework=FixMatch2024.03 | — | 86.5 | — | |
| LDAM-DRWBase Framework=Deep CNN2024.03 | — | 68.9 | 67 | |
| Re-samplingBase Framework=Deep CNN2024.03 | — | 64.3 | 60.6 | |
| ReMixMatchBase Framework=ReMixMatch2024.03 | — | 81.5 | 80.2 | |
| ReMixMatch + ABCBase Framework=ReMixMatch2024.03 | — | 87.9 | 87.6 | |
| ReMixMatch + CDMADBase Framework=ReMixMatch2024.03 | — | 88.3 | 88.1 | |
| ReMixMatch + CoSSLBase Framework=ReMixMatch2024.03 | — | 87.7 | 87.6 | |
| ReMixMatch + CREST + LABase Framework=ReMixMatch2024.03 | — | 84.2 | — | |
| ReMixMatch + DARP + cRTBase Framework=ReMixMatch2024.03 | — | 87.3 | 87 | |
| ReMixMatch + SAW + cRTBase Framework=ReMixMatch2024.03 | — | 87.6 | 87.4 | |
| VanillaBase Framework=Deep CNN2024.03 | — | 65.2 | 61.1 |