Image Classification on CIFAR-10N (Aggregate)
97.65AccuracyProMix
Evaluation Results
| Method | Links | |
|---|---|---|
| ProMixBackbone=VGG-19 with BN2022.07 | 97.65 | |
| ProMix2022.07 | 97.65 | |
| ProMix2026.03 | 97.65 | |
| Semi-RML++2026.03 | 96.84 | |
| ACD-U2026.03 | 96.46 | |
| CE+MAE (Semi)SSL=true2025.08 | 95.95 | |
| SOP+SSL=true2025.08 | 95.61 | |
| SOP+Backbone=VGG-19 with BN2022.07 | 95.61 | |
| CORES*SSL=true2025.08 | 95.25 | |
| CORES*Backbone=VGG-19 with BN2022.07 | 95.25 | |
| CORES*2022.07 | 95.25 | |
| Proto-semiSSL=true2025.08 | 95.03 | |
| DivideMixSSL=true2025.08 | 95.01 | |
| DivideMixBackbone=VGG-19 with BN2022.07 | 95.01 | |
| Divide-Mix2022.07 | 95.01 | |
| DivideMix2026.03 | 95.01 | |
| ELR+SSL=true2025.08 | 94.83 | |
| ELR+Backbone=VGG-19 with BN2022.07 | 94.83 | |
| ELR+2022.07 | 94.83 | |
| PES (Semi)SSL=true2025.08 | 94.66 | |
| PES(Semi)Backbone=VGG-19 with BN2022.07 | 94.66 | |
| PES (Semi)mode=Semi-supervised2022.07 | 94.66 | |
| LaT-IBepsilon=02025.12 | 94.17 | |
| (ELR+)+VIBepsilon=02025.12 | 92.65 | |
| Promix+VIBepsilon=02025.12 | 92.35 | |
| Negative-LSSSL=false2025.08 | 91.97 | |
| CALSSL=true2025.08 | 91.97 | |
| NLSHyperparameter Selection=Best2021.06 | 91.97 | |
| Negative-LS2022.07 | 91.97 | |
| CAL2022.07 | 91.97 | |
| CE+MAESSL=false2025.08 | 91.8 | |
| F-DivSSL=false2025.08 | 91.64 | |
| F-div2021.06 | 91.64 | |
| F-Div2022.07 | 91.64 | |
| LSHyperparameter Selection=Best2021.06 | 91.57 | |
| Positive-LS2022.07 | 91.57 | |
| JoCoRSSL=true2025.08 | 91.44 | |
| JoCoRBackbone=VGG-19 with BN2022.07 | 91.44 | |
| Co-Teaching+Backbone=VGG-19 with BN2022.07 | 91.2 | |
| Peer LossSSL=false2025.08 | 90.75 | |
| PL2021.06 | 90.75 | |
| Peer Loss2022.07 | 90.75 | |
| α-MAE2026.05 | 90.67 | |
| SGCE2026.05 | 90.62 | |
| Co-teaching+SSL=true2025.08 | 90.61 | |
| Co-teaching+2022.07 | 90.61 | |
| Unhinged2026.05 | 90.34 | |
| SIBepsilon=02025.12 | 89.99 | |
| VolMinNetSSL=false2025.08 | 89.7 | |
| VolMinNet2022.07 | 89.7 | |
| ANL-CE2026.05 | 89.66 | |
| NCE+AGCE2026.05 | 89.27 | |
| NCE+RCE2026.05 | 89.17 | |
| AGCESSL=false2025.08 | 88.81 | |
| T-RevisionSSL=false2025.08 | 88.52 | |
| Forward TSSL=false2025.08 | 88.24 | |
| FLC2021.06 | 88.24 | |
| Forward T2022.07 | 88.24 | |
| BLC2021.06 | 88.13 | |
| GCESSL=false2025.08 | 87.85 | |
| CESSL=false2025.08 | 87.77 | |
| CE2021.06 | 87.77 | |
| CEBackbone=VGG-19 with BN2022.07 | 87.77 | |
| CE2022.07 | 87.77 | |
| VIBepsilon=02025.12 | 86.11 | |
| VIB (LGCE)epsilon=02025.12 | 85.7 | |
| LaT-IBepsilon=0.052025.12 | 69.38 | |
| LaT-IBepsilon=0.12025.12 | 60.66 | |
| SIBepsilon=0.052025.12 | 56.48 | |
| VIB (LGCE)epsilon=0.052025.12 | 54.15 | |
| VIBepsilon=0.052025.12 | 52.33 | |
| Promix+VIBepsilon=0.052025.12 | 51.27 | |
| LaT-IBepsilon=0.22025.12 | 49.64 | |
| SIBepsilon=0.12025.12 | 46.62 | |
| VIB (LGCE)epsilon=0.12025.12 | 44.84 | |
| VIBepsilon=0.12025.12 | 43.18 | |
| (ELR+)+VIBepsilon=0.052025.12 | 39.88 | |
| SIBepsilon=0.22025.12 | 38.14 | |
| VIBepsilon=0.22025.12 | 36.63 | |
| Promix+VIBepsilon=0.12025.12 | 36.43 | |
| VIB (LGCE)epsilon=0.22025.12 | 34.72 | |
| (ELR+)+VIBepsilon=0.12025.12 | 23.16 | |
| Promix+VIBepsilon=0.22025.12 | 20.49 | |
| (ELR+)+VIBepsilon=0.22025.12 | 14.6 |