Clustering on STL10 small-scale (val)
99.2NMIProbing CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Probing CLIPBackbone=ViT-L/14, Evaluation protocol=Supervised Probing2023.03 | 99.2 | 99.7 | 99.4 | |
| Probing Sup.Backbone=ViT-L/16, Evaluation protocol=Supervised Probing, Pre-trained on external data=true2023.03 | 98 | 99.3 | 98.4 | |
| Probing DINOBackbone=ViT-B/16, Evaluation protocol=Supervised Probing2023.03 | 97.8 | 99.2 | 98.2 | |
| Probing MSNBackbone=ViT-L/16, Evaluation protocol=Supervised Probing2023.03 | 96.8 | 98.8 | 97.4 | |
| TEMIPre-training type=DINO, Backbone=ViT-B/16, Evaluation protocol=Clustering2023.03 | 96.5 | 98.5 | 96.8 | |
| TEMIPre-training type=natural language supervised (CLIP), Backbone=ViT-L/14, Pre-trained on external data=true, Evaluation protocol=Clustering2023.03 | 96.4 | 97.4 | 94.9 | |
| TSPEvaluation protocol=Clustering2023.03 | 95.8 | 97.9 | 95.6 | |
| TEMIPre-training type=MSN, Backbone=ViT-L/16, Pre-trained on external data=true, Evaluation protocol=Clustering2023.03 | 93.6 | 96.7 | 93 | |
| SPICEEvaluation protocol=Clustering2023.03 | 87.2 | 93.8 | 87 | |
| TEMIPre-training type=supervised, Backbone=ViT-L/16, Evaluation protocol=Clustering2023.03 | 82.7 | 84.6 | 73.9 | |
| ProPosEvaluation protocol=Clustering, Includes additional dataset splits during training=true2023.03 | 75.8 | 86.7 | 73.7 | |
| PCLEvaluation protocol=Clustering2023.03 | 71.8 | 41 | 67 | |
| SCANEvaluation protocol=Clustering2023.03 | 69.8 | 80.9 | 64.6 | |
| NNMEvaluation protocol=Clustering2023.03 | 69.4 | 80.8 | 65 | |
| PICAEvaluation protocol=Clustering2023.03 | 61.1 | 71.3 | 53.1 | |
| DCCMEvaluation protocol=Clustering2023.03 | 37.6 | 48.2 | 26.2 | |
| DACEvaluation protocol=Clustering2023.03 | 36.6 | 47 | 25.7 |