Image Classification on WebVision (val)
84.16Top-1 AccLRA-diffusion
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LRA-diffusionbackbone=CLIP2023.05 | 84.16 | — | |
| Semi-RML++2026.03 | 83 | — | |
| ACD-U2026.03 | 82.8 | 94.9 | |
| Dynamic LossBackbone=ResNet-50, Model cotraining or ensembling=false, Self-supervised pre-training=CLIP2022.11 | 81.96 | 94.48 | |
| INOLMLBackbone=ResNet-50, Model cotraining or ensembling=true, Self-supervised pre-training=false2022.11 | 81.7 | 93.8 | |
| CLIPCleaner2026.03 | 81.6 | 93.3 | |
| NoiseBox+SS-KNN2026.03 | 81.4 | 93 | |
| LSL2026.03 | 81.4 | 93 | |
| NCRBackbone=ResNet-50, Model cotraining or ensembling=false, Self-supervised pre-training=false2022.11 | 80.5 | — | |
| NCR2023.05 | 80.5 | — | |
| Dynamic LossBackbone=IRV2, Model cotraining or ensembling=false, Self-supervised pre-training=false2022.11 | 80.12 | 93.64 | |
| RankMatch2026.03 | 79.9 | 93.6 | |
| C2D2023.05 | 79.42 | — | |
| FaMUSBackbone=IRV2, Model cotraining or ensembling=true, Self-supervised pre-training=false2022.11 | 79.4 | 92.8 | |
| CC2023.05 | 79.36 | — | |
| LongReMix2023.05 | 78.92 | — | |
| LongReMix2026.03 | 78.9 | 92.3 | |
| SV-Learner2026.03 | 78.9 | 93.6 | |
| EPLbackbone=CLIP + ConvNext-XL2023.05 | 78.77 | — | |
| MOITtrained_on=WebVision2022.03 | 78.76 | — | |
| MOIT+Backbone=IRV2, Model cotraining or ensembling=false, Self-supervised pre-training=false2022.11 | 78.76 | — | |
| Dynamic LossBackbone=ResNet-50, Model cotraining or ensembling=false, Self-supervised pre-training=false2022.11 | 78.56 | 92.52 | |
| CMW-Net-SLBackbone=IRV2, Model cotraining or ensembling=true, Self-supervised pre-training=false2022.11 | 78.08 | 92.96 | |
| Cross EntropyBackbone=ResNet-50, Model cotraining or ensembling=false, Self-supervised pre-training=CLIP2022.11 | 78.04 | 93.04 | |
| ELRtrained_on=WebVision2022.03 | 77.78 | 91.68 | |
| ELR+Backbone=IRV2, Model cotraining or ensembling=true, Self-supervised pre-training=false2022.11 | 77.78 | 91.68 | |
| ELR2023.05 | 77.78 | — | |
| ROLT+Backbone=IRV2, Model cotraining or ensembling=true, Self-supervised pre-training=false2022.11 | 77.64 | 92.44 | |
| UNICONtrained_on=WebVision2022.03 | 77.6 | 93.44 | |
| UNICON2023.05 | 77.6 | — | |
| DivideMixtrained_on=WebVision2022.03 | 77.32 | 91.64 | |
| DivideMixBackbone=IRV2, Model cotraining or ensembling=true, Self-supervised pre-training=false2022.11 | 77.32 | 91.64 | |
| DivideMix2023.05 | 77.32 | — | |
| DivideMix2026.03 | 77.3 | 91.6 | |
| HARArchitecture=InceptionResNet-v2, Training Set=mini WebVision2020.06 | 75.5 | 90.7 | |
| HARBackbone=IRV2, Model cotraining or ensembling=false, Self-supervised pre-training=false2022.11 | 75.5 | 90.7 | |
| HARArchitecture=InceptionResNet-v2, Training Set=full WebVision2020.06 | 75 | 90.6 | |
| SGCE(BN)Backbone=ResNet-50, Training Dataset=WebVision2026.05 | 74.04 | — | |
| Cross EntropyBackbone=IRV2, Model cotraining or ensembling=false, Self-supervised pre-training=false2022.11 | 72.48 | 88.48 | |
| Cross EntropyBackbone=ResNet-50, Model cotraining or ensembling=false, Self-supervised pre-training=false2022.11 | 71.72 | 87.84 | |
| MentorNetArchitecture=InceptionResNet-v2, Training Set=full WebVision2020.06 | 70.8 | 88 | |
| ERMArchitecture=InceptionResNet-v2, Training Set=full WebVision2020.06 | 69.7 | 87 | |
| ANL-FLBackbone=ResNet-50, Training Dataset=WebVision2026.05 | 68.32 | — | |
| SCEBackbone=ResNet-50, Training Dataset=WebVision2026.05 | 68 | — | |
| ANL-CEBackbone=ResNet-50, Training Dataset=WebVision2026.05 | 67.44 | — | |
| Iterative-CVtrained_on=WebVision2022.03 | 65.24 | 85.34 | |
| INCVArchitecture=InceptionResNet-v2, Training Set=mini WebVision2020.06 | 65.2 | 85.3 | |
| NCE+RCEBackbone=ResNet-50, Training Dataset=WebVision2026.05 | 64.92 | — | |
| NCE+AGCEBackbone=ResNet-50, Training Dataset=WebVision2026.05 | 63.92 | — | |
| Co-teachingArchitecture=InceptionResNet-v2, Training Set=mini WebVision2020.06 | 63.6 | 85.2 | |
| Co-Teachingtrained_on=WebVision2022.03 | 63.58 | 85.2 | |
| MentorNetArchitecture=InceptionResNet-v2, Training Set=mini WebVision2020.06 | 63 | 81.4 | |
| MentorNettrained_on=WebVision2022.03 | 63 | 81.4 | |
| D2Ltrained_on=WebVision2022.03 | 62.68 | 84 | |
| ERMArchitecture=InceptionResNet-v2, Training Set=mini WebVision2020.06 | 62.5 | 80.8 | |
| CEBackbone=ResNet-50, Training Dataset=WebVision2026.05 | 61.2 | — | |
| GCEBackbone=ResNet-50, Training Dataset=WebVision2026.05 | 59.44 | — |