Image Classification on 12 Image Classification Datasets
78.98Top-1 AccuracyLinear Probe CLIP
Evaluation results
| Method | Links | |
|---|---|---|
| Linear Probe CLIPSetting=Training Head, Backbone=CLIP ViT-B/322025.02 | 78.98 | |
| LP-Z-CBM (ALL)Setting=Training Head, Backbone=CLIP ViT-B/322025.02 | 78.31 | |
| CDMSetting=Training Head, Backbone=CLIP ViT-B/322025.02 | 76.39 | |
| Label-free CBMSetting=Training Head, Backbone=CLIP ViT-B/322025.02 | 74.87 | |
| LaBoSetting=Training Head, Backbone=CLIP ViT-B/322025.02 | 74.04 | |
| Z-CBM (ALL)Setting=Zero-Shot, Backbone=CLIP ViT-B/322025.02 | 54.28 | |
| Z-CBM (CC12M)Setting=Zero-Shot, Backbone=CLIP ViT-B/322025.02 | 53.97 | |
| Z-CBM (YFCC15M)Setting=Zero-Shot, Backbone=CLIP ViT-B/322025.02 | 53.94 | |
| Zero-shot CLIPSetting=Zero-Shot, Backbone=CLIP ViT-B/322025.02 | 53.73 | |
| Z-CBM (CC3M)Setting=Zero-Shot, Backbone=CLIP ViT-B/322025.02 | 52.98 | |
| Z-CBM (Flickr30K)Setting=Zero-Shot, Backbone=CLIP ViT-B/322025.02 | 52.62 | |
| ConSeSetting=Zero-Shot, Backbone=CLIP ViT-B/322025.02 | 10.82 |