Unsupervised Image Classification on Nonliving26 BREEDS (val)
72.2NMISelf-Classifier
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Self-ClassifierBackbone=ResNet-502021.03 | 72.2 | 57 | 36.8 | 76.7 | |
| SCANBackbone=ResNet-502021.03 | 70 | 53.6 | 33.4 | 74.4 | |
| SeLaBackbone=ResNet-502021.03 | 68.9 | 46.6 | 24.6 | 67.1 | |
| OBoWBackbone=ResNet-50, Classifier=k-means2021.03 | 64.8 | 45.4 | 22.9 | 67.9 | |
| BarlowTBackbone=ResNet-50, Classifier=k-means2021.03 | 64.8 | 45.7 | 24.9 | 66.7 | |
| DINOBackbone=ResNet-50, Classifier=k-means2021.03 | 63.8 | 43.9 | 21.8 | 66.7 | |
| MoCoV2Backbone=ResNet-50, Classifier=k-means2021.03 | 63.3 | 46.2 | 19.3 | 66.2 | |
| SwAVBackbone=ResNet-50, Classifier=k-means2021.03 | 62 | 41.1 | 19.2 | 63.1 |