Image Classification on WebVision-1000 (val)
76.5Top-1 AccMILe
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MILeArchitecture=ResNet-50-D2021.11 | 76.5 | 90.9 | |
| SCC+GBAArchitecture=ResNet-50-D2021.11 | 75.69 | 89.42 | |
| Finetune by pfBackbone=ResNet502020.10 | 75.48 | 90.15 | |
| SCCArchitecture=ResNet-50-D2021.11 | 75.36 | 89.38 | |
| MILeArchitecture=ResNet-502021.11 | 75.2 | 90.3 | |
| Finetune by pc onlyBackbone=ResNet502020.10 | 75.15 | 89.93 | |
| Initial Vanilla ModelArchitecture=ResNet-50-D2021.11 | 75.08 | 89.22 | |
| Pretrained modelBackbone=ResNet502020.10 | 74.25 | 89.84 | |
| MultimodalBackbone=InceptionV32020.10 | 73.15 | 89.73 | |
| MultimodalArchitecture=Inception-V32021.11 | 73.15 | 89.73 | |
| MentorNetBackbone=InceptionResNetV22020.10 | 72.6 | 88.9 | |
| MoPro (dec.)Architecture=ResNet-502021.11 | 72.4 | 89 | |
| SOMArchitecture=ResNet-502021.11 | 72.2 | 89.5 | |
| CurriculumNetBackbone=InceptionV22020.10 | 72.1 | 89.2 | |
| CurriculumNetArchitecture=Inception-V22021.11 | 72.1 | 89.1 | |
| SigmoidArchitecture=ResNet-502021.11 | 72.1 | 89.5 | |
| MentorNetArchitecture=InceptionRes-V22021.11 | 70.8 | 88 | |
| CurriculumNetArchitecture=ResNet-502021.11 | 70.7 | 88.6 | |
| CleanNetBackbone=ResNet502020.10 | 70.31 | 87.77 | |
| CleanNetArchitecture=ResNet-502021.11 | 70.3 | 87.8 | |
| CrossEntropyArchitecture=ResNet-502021.11 | 66.4 | 83.4 |