Unsupervised Image Classification on ImageNet Superclasses 466 classes WordNet hierarchy (val)
60AccuracySelf-Classifier
Evaluation Results
| Method | Links | |
|---|---|---|
| Self-ClassifierBackbone=ResNet-502021.03 | 60 | |
| SCANBackbone=ResNet-50, Pre-training=ImageNet-pretrained2021.03 | 59.6 | |
| OBoWBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 53.5 | |
| BarlowTBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 52.7 | |
| MoCoV2Backbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 51.4 | |
| DINOBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 49.2 | |
| SwAVBackbone=ResNet-50, Evaluation Protocol=k-means classifier2021.03 | 46.3 | |
| SeLaBackbone=ResNet-50, Pre-training=ImageNet-pretrained2021.03 | 36.6 |