Image Classification on Flower (test)
99.45AccuracyLinear Probe
Evaluation results
| Method | Links | |
|---|---|---|
| Linear ProbeInterpretability=false, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 99.45 | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 99.39 | |
| LaBoInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 99.35 | |
| V2C-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 98.94 | |
| Res-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 97.85 | |
| MSENetshot=5-shot, way=5-way2024.09 | 85.13 | |
| CuPLInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 80.8 | |
| PCBM-ReD + CuPLInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 80.67 | |
| CANshot=5-shot, way=5-way2024.09 | 79.81 | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 79.58 | |
| CLIPInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 79.46 | |
| DN4shot=5-shot, way=5-way2024.09 | 75.01 | |
| ANIL+MLPshot=5-shot, way=5-way2024.09 | 66.45 | |
| PNshot=5-shot, way=5-way2024.09 | 63.56 | |
| BL++shot=5-shot, way=5-way2024.09 | 63.16 | |
| ANILshot=5-shot, way=5-way2024.09 | 61.27 | |
| MTLshot=5-shot, way=5-way2024.09 | 58.18 | |
| MTL+MLPshot=5-shot, way=5-way2024.09 | 51.34 |