Image Classification on WebVision 1000
75.78Top-1 AccOurs (Mixup+GBA)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (Mixup+GBA)Backbone Network=ResNet50-D, GBA=true2020.08 | 75.78 | 91.07 | |
| Ours (Mixup)Backbone Network=ResNet50-D2020.08 | 75.74 | 90.78 | |
| NCR+Backbone=ResNet-50, Batch size=10242023.10 | 75.7 | — | |
| Ours (Vanilla+GBA)Backbone Network=ResNet50-D, GBA=true2020.08 | 75.69 | 89.42 | |
| Initial Mixup ModelBackbone Network=ResNet50-D2020.08 | 75.54 | 90.36 | |
| VSGraph+Backbone=ResNet-502023.10 | 75.4 | 90.1 | |
| Ours (Vanilla)Backbone Network=ResNet50-D2020.08 | 75.36 | 89.38 | |
| SCCBackbone=ResNet-50D [94]2023.10 | 75.3 | 89.3 | |
| MILeBackbone=ResNet-502023.10 | 75.2 | 90.3 | |
| Initial Vanilla ModelBackbone Network=ResNet50-D2020.08 | 75.08 | 89.22 | |
| VanillaBackbone=ResNet-50D [94], Source=[22]2023.10 | 75 | 89.2 | |
| VanillaBackbone=ResNet-50, Source=[78]2023.10 | 74.2 | 89.8 | |
| CAProBackbone=ResNet-502023.10 | 74.2 | 90.5 | |
| NCRBackbone=ResNet-502023.10 | 73.9 | — | |
| MoProBackbone=ResNet-502023.10 | 73.9 | 90 | |
| SINetBackbone=ResNet-502023.10 | 73.8 | 90.6 | |
| MultimodalBackbone=Inception v3 [93]2023.10 | 73.2 | 89.7 | |
| MultimodalBackbone Network=InceptionV32020.08 | 73.15 | 89.73 | |
| MentorNetBackbone Network=InceptionResNetV22020.08 | 72.6 | 88.9 | |
| MentorNetBackbone=Inception-ResNet v2 [90]2023.10 | 72.6 | 88.9 | |
| VanillaBackbone=ResNet-50, Note=baseline implementation2023.10 | 72.6 | 89.7 | |
| VanillaBackbone=ResNet-50, Source=[28]2023.10 | 72.4 | 89 | |
| SOMNetBackbone=ResNet-502023.10 | 72.2 | 89.5 | |
| CurriculumNetBackbone Network=InceptionV22020.08 | 72.1 | 89.2 | |
| CurriculumBackbone=Inception v2 [91]2023.10 | 72.1 | 89.1 | |
| CurriculumBackbone=ResNet-502023.10 | 70.7 | 88.6 | |
| CleanNetBackbone Network=ResNet502020.08 | 70.31 | 87.77 | |
| CleanNetBackbone=ResNet-502023.10 | 70.3 | 87.7 |