Image Classification on WebVision 1.0 (val)
80.92Top-1 AccSSR+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SSR+2021.11 | 80.92 | 92.8 | — | — | — | |
| CoDiMvariant=sup2021.11 | 80.88 | 92.48 | — | — | — | |
| CoDiMvariant=bare2021.11 | 80.32 | 93.4 | — | — | — | |
| C2Dre-implemented=true2021.11 | 80.2 | 93.22 | — | — | — | |
| CoDiMvariant=self2021.11 | 80.12 | 93.52 | — | — | — | |
| GJS2021.11 | 79.28 | 91.22 | — | — | — | |
| NGC2021.11 | 79.16 | 91.84 | — | — | — | |
| LongReMix2021.11 | 78.92 | 92.32 | — | — | — | |
| LongReMix2021.11 | 78.92 | 92.32 | — | — | — | |
| DM-AugDescre-implemented=true2021.11 | 78.64 | 93.2 | — | — | — | |
| ELR+2021.11 | 77.78 | 91.68 | — | — | — | |
| ELR+2021.11 | 77.78 | 91.68 | — | — | — | |
| DivideMix2021.11 | 77.32 | 91.64 | — | — | — | |
| DivideMix2021.11 | 77.32 | 91.64 | — | — | — | |
| Heteroscedastic FullBackbone=InceptionResNet-v2, Temperature (τ*)=0.9, Number of runs=5, Covariance matrix rank=152021.05 | 76.6 | 92.1 | — | — | 0.98 | |
| RRL2021.11 | 76.3 | 91.5 | — | — | — | |
| Heteroscedastic PEBackbone=InceptionResNet-v2, Temperature (τ*)=0.9, Number of runs=5, Covariance matrix rank=152021.05 | 76.2 | 91.4 | — | — | 1.01 | |
| HomoscedasticBackbone=InceptionResNet-v2, Temperature (τ*)=0.9, Number of runs=52021.05 | 76.1 | 91.2 | — | — | 1.03 | |
| MentorMixData=Mini, Extra clean labels during training=false2019.11 | 76 | 90.2 | — | — | — | |
| Cao et al.Backbone=InceptionResNet-v22021.05 | 75 | 90.6 | — | — | — | |
| MentorMixData=Full, Extra clean labels during training=false2019.11 | 74.3 | 90.5 | — | — | — | |
| Jiang et al.Backbone=InceptionResNet-v22021.05 | 74.3 | 90.5 | — | — | — | |
| MoProArchitecture=ResNet-502020.09 | 73.9 | 90 | — | — | — | |
| MentorNetdataset_subset=Entire, additional_verification_labels=true2017.12 | 72.6 | 88.9 | — | — | — | |
| MentorNet (2018)Data=Full, Extra clean labels during training=true2019.11 | 72.6 | 88.9 | — | — | — | |
| Jiang et al.Backbone=InceptionResNet-v22021.05 | 72.6 | 88.9 | — | — | — | |
| Cross-EntropyArchitecture=ResNet-502020.09 | 72.4 | 89 | — | — | — | |
| SOMArchitecture=ResNet-502020.09 | 72.2 | 89.5 | — | — | — | |
| Guo et al. (2018)Data=Full, Extra clean labels during training=true2019.11 | 72.1 | 89.2 | — | — | — | |
| Guo et al.Backbone=InceptionResNet-v22021.05 | 72.1 | 89.2 | — | — | — | |
| CurriculumNetArchitecture=Inception-V22020.09 | 72.1 | 89.1 | — | — | — | |
| CEε+MAE2025.08 | 71.32 | 88.48 | — | — | — | |
| VanillaData=Full, Extra clean labels during training=false2019.11 | 70.9 | 88 | — | — | — | |
| MentorNetdataset_subset=Entire, additional_verification_labels=false2017.12 | 70.8 | 88 | — | — | — | |
| MentorNetArchitecture=InceptionResNet-V22020.09 | 70.8 | 88 | — | — | — | |
| CurriculumNetArchitecture=ResNet-502020.09 | 70.7 | 88.6 | — | — | — | |
| CleanNetArchitecture=ResNet-502020.09 | 70.3 | 87.8 | — | — | — | |
| LDR-KL2025.08 | 69.64 | 87.16 | — | — | — | |
| AGCE2025.08 | 69.48 | 87.28 | — | — | — | |
| Lee et al. (2018)Data=Full, Extra clean labels during training=true2019.11 | 69.1 | 86.7 | — | — | — | |
| Lee et al.Backbone=InceptionResNet-v22021.05 | 69.1 | 86.7 | — | — | — | |
| Lee et al.dataset_subset=Entire, additional_verification_labels=true2017.12 | 68.5 | 86.5 | — | — | — | |
| SCE2025.08 | 67.92 | 86.36 | — | — | — | |
| Saxena et al. (2019)Data=Full, Extra clean labels during training=false2019.11 | 67.5 | — | — | — | — | |
| Saxena et al.Backbone=InceptionResNet-v22021.05 | 67.5 | — | — | — | — | |
| NCE+RCE2025.08 | 66.88 | 86.48 | — | — | — | |
| Forgettingdataset_subset=Entire, additional_verification_labels=false2017.12 | 66.6 | 85.6 | — | — | — | |
| CE2025.08 | 66.08 | 84.76 | — | — | — | |
| NCE+AGCE2025.08 | 66 | 85.2 | — | — | — | |
| Iterative-CV2021.11 | 65.24 | 85.34 | — | — | — | |
| Chen et al. (2019)Data=Mini, Extra clean labels during training=false2019.11 | 65.2 | 85.3 | — | — | — | |
| Co-teaching2021.11 | 63.58 | 85.2 | — | — | — | |
| Co-teaching2021.11 | 63.58 | 85.2 | — | — | — | |
| MentorNet2021.11 | 63 | 81.4 | — | — | — | |
| D2L2021.11 | 62.68 | 84 | — | — | — | |
| Decoupling2021.11 | 62.54 | 84.74 | — | — | — | |
| GCE2025.08 | 61.96 | 76.8 | — | — | — | |
| F-correction2021.11 | 61.12 | 82.68 | — | — | — | |
| Li et al.dataset_subset=Entire, additional_verification_labels=false2017.12 | 57 | 77.9 | — | — | — | |
| BaselineTraining Data=WebVision training set2018.08 | — | — | 32.2 | 14.2 | — | |
| CleanNetTraining Data=WebVision training set2018.08 | — | — | 29.7 | 12.2 | — | |
| CurriculumNetTraining Data=WebVision training set2018.08 | — | — | 27.9 | 10.8 | — | |
| MentorNetTraining Data=WebVision training set2018.08 | — | — | 29.2 | 12 | — | |
| Our BaselineTraining Data=WebVision training set2018.08 | — | — | 30.3 | 13 | — |