Unsupervised Image Classification on ImageNet Superclasses (591 classes) WordNet hierarchy (val)
46.7AccuracySelf-Classifier
Evaluation results
| Method | Links | |
|---|---|---|
| Self-ClassifierBackbone=ResNet-502021.03 | 46.7 | |
| SCANBackbone=ResNet-50, Pre-training=ImageNet-pretrained2021.03 | 44.7 | |
| BarlowTBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 40.9 | |
| DINOBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 37.8 | |
| SeLaBackbone=ResNet-50, Pre-training=ImageNet-pretrained2021.03 | 37.8 | |
| MoCoV2Backbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 36.8 | |
| OBoWBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 35.7 | |
| SwAVBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 34.5 |