Fine-grained classification on EuroSAT (test)
68.19AccuracyADAPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ADAPTBP-free=true, Evaluation Protocol=Online2025.08 | 68.19 | — | — | |
| ADAPTBP-free=true, Evaluation Protocol=Transductive2025.08 | 65.93 | — | — | |
| Oracle ADAPTBP-free=true, Evaluation Protocol=Transductive2025.08 | 56.51 | — | — | |
| TAPTCategory=Tuning-based, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 42.5 | — | 7.8 | |
| CLIPBP-free=N/A, Evaluation Protocol=Online2025.08 | 41.42 | — | — | |
| TTCCategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 30.8 | — | 2.5 | |
| MTACategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 30.3 | — | 0.4 | |
| CLIPCategory=Baseline, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 29.5 | — | 0 | |
| MACCategory=Tuning-free, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 29.4 | — | 11.4 | |
| TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 28.5 | — | 0.1 | |
| R-TPTCategory=Tuning-based, Backbone=CLIP-ViT-B/32, Attack Protocol=PGD-100 (ϵ = 4.0)2026.06 | 28.2 | — | 5.2 | |
| DOCBackbone=CLIP-ResNet50, Epsilon=1.0, Effective batch size=12026.06 | 24.4 | — | 14.3 | |
| TTCBackbone=CLIP-ResNet50, Epsilon=1.0, Effective batch size=12026.06 | 23.9 | — | 14.2 | |
| CLIPBackbone=CLIP-ResNet50, Epsilon=1.02026.06 | 23.7 | — | 0 | |
| R-TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 22.6 | — | 15.9 | |
| SS-TPTBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 22.4 | — | 19 | |
| EnsembleBackbone=CLIP-ResNet50, Epsilon=1.0, Augmentation views=152026.06 | 17.1 | — | 8.5 |