Image Classification on CIFAR-10N (Worst)
96.34AccuracyProMix
Evaluation Results
| Method | Links | |
|---|---|---|
| ProMixBackbone=VGG-19 with BN2022.07 | 96.34 | |
| ProMix2022.07 | 96.34 | |
| ProMix2026.03 | 96.34 | |
| CE+MAE (Semi)SSL=true2025.08 | 95.12 | |
| Semi-RML++2026.03 | 94.87 | |
| ACD-U2026.03 | 94.64 | |
| LSL2026.03 | 94.57 | |
| SOP+SSL=true2025.08 | 93.24 | |
| SOP+Backbone=VGG-19 with BN2022.07 | 93.24 | |
| Proto-semiSSL=true2025.08 | 92.97 | |
| Pr4ReL BRe-label Model=SOP+, Selection Ratio=0.82023.11 | 92.9 | |
| PES (Semi)SSL=true2025.08 | 92.68 | |
| PES(Semi)Backbone=VGG-19 with BN2022.07 | 92.68 | |
| PES (Semi)mode=Semi-supervised2022.07 | 92.68 | |
| DivideMixSSL=true2025.08 | 92.56 | |
| DivideMixBackbone=VGG-19 with BN2022.07 | 92.56 | |
| Divide-Mix2022.07 | 92.56 | |
| DivideMix2026.03 | 92.56 | |
| Pr4ReL BRe-label Model=DivideMix, Selection Ratio=0.82023.11 | 92.4 | |
| CORES*SSL=true2025.08 | 91.66 | |
| CORES*Backbone=VGG-19 with BN2022.07 | 91.66 | |
| CORES*2022.07 | 91.66 | |
| Promix+VIBepsilon=02025.12 | 91.24 | |
| ELR+SSL=true2025.08 | 91.09 | |
| ELR+Backbone=VGG-19 with BN2022.07 | 91.09 | |
| ELR+2022.07 | 91.09 | |
| LaT-IBepsilon=02025.12 | 87.95 | |
| (ELR+)+VIBepsilon=02025.12 | 86.68 | |
| CALSSL=true2025.08 | 85.36 | |
| CAL2022.07 | 85.36 | |
| Co-Teaching+Backbone=VGG-19 with BN2022.07 | 83.83 | |
| CE+MAESSL=false2025.08 | 83.74 | |
| Pr4ReLRe-label Model=DivideMix, Selection Ratio=0.22023.11 | 83.7 | |
| JoCoRSSL=true2025.08 | 83.37 | |
| JoCoRBackbone=VGG-19 with BN2022.07 | 83.37 | |
| Co-teaching+SSL=true2025.08 | 83.26 | |
| Co-teaching+2022.07 | 83.26 | |
| Negative-LSSSL=false2025.08 | 82.99 | |
| NLSHyperparameter Selection=Best2021.06 | 82.99 | |
| Negative-LS2022.07 | 82.99 | |
| LSHyperparameter Selection=Best2021.06 | 82.76 | |
| Positive-LS2022.07 | 82.76 | |
| Pr4ReLRe-label Model=SOP+, Selection Ratio=0.22023.11 | 82.7 | |
| F-DivSSL=false2025.08 | 82.53 | |
| PL2021.06 | 82.53 | |
| F-div2021.06 | 82.53 | |
| F-Div2022.07 | 82.53 | |
| Peer LossSSL=false2025.08 | 82 | |
| Peer Loss2022.07 | 82 | |
| AGCESSL=false2025.08 | 81.43 | |
| α-MAE2026.05 | 81.28 | |
| GCESSL=false2025.08 | 80.66 | |
| VolMinNetSSL=false2025.08 | 80.53 | |
| VolMinNet2022.07 | 80.53 | |
| T-RevisionSSL=false2025.08 | 80.48 | |
| ANL-CE2026.05 | 80.23 | |
| NCE+AGCE2026.05 | 79.91 | |
| Forward TSSL=false2025.08 | 79.79 | |
| FLC2021.06 | 79.79 | |
| Forward T2022.07 | 79.79 | |
| NCE+RCE2026.05 | 79.74 | |
| VIB (LGCE)epsilon=02025.12 | 78.88 | |
| SGCE2026.05 | 78.47 | |
| CESSL=false2025.08 | 77.69 | |
| CE2021.06 | 77.69 | |
| CEBackbone=VGG-19 with BN2022.07 | 77.69 | |
| CE2022.07 | 77.69 | |
| BLC2021.06 | 77.61 | |
| Unhinged2026.05 | 77.24 | |
| VIBepsilon=02025.12 | 73.8 | |
| SIBepsilon=02025.12 | 70.58 | |
| LaT-IBepsilon=0.052025.12 | 64.36 | |
| LaT-IBepsilon=0.12025.12 | 54.18 | |
| Promix+VIBepsilon=0.052025.12 | 52.88 | |
| LaT-IBepsilon=0.22025.12 | 43.91 | |
| SIBepsilon=0.052025.12 | 43.39 | |
| VIBepsilon=0.052025.12 | 43.29 | |
| VIB (LGCE)epsilon=0.052025.12 | 43.27 | |
| (ELR+)+VIBepsilon=0.052025.12 | 42.72 | |
| VIBepsilon=0.12025.12 | 36.56 | |
| Promix+VIBepsilon=0.12025.12 | 36.05 | |
| SIBepsilon=0.12025.12 | 33.4 | |
| VIBepsilon=0.22025.12 | 32.17 | |
| VIB (LGCE)epsilon=0.12025.12 | 31.24 | |
| SIBepsilon=0.22025.12 | 27.89 | |
| (ELR+)+VIBepsilon=0.12025.12 | 26.44 | |
| VIB (LGCE)epsilon=0.22025.12 | 24.23 | |
| Promix+VIBepsilon=0.22025.12 | 23.79 | |
| (ELR+)+VIBepsilon=0.22025.12 | 14.7 |