Image Classification on CUB-200 1.0 (test)
73.8Average AccuracyFull Dataset
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Full DatasetTrain Set=Full2026.02 | 73.8 | 77.5 | 90.2 | 84 | 43.7 | |
| Ours (SFM+CI)Train Set=1 Img/Cls2026.02 | 69.9 | 68.4 | 88.1 | 79.7 | 43.3 | |
| Ours (SFM)Train Set=1 Img/Cls2026.02 | 66.8 | 67.6 | 85.7 | 72.5 | 41.4 | |
| LGMTrain Set=1 Img/Cls2026.02 | 66.2 | 62.2 | 86 | 74.1 | 42.5 | |
| CentroidsTrain Set=1 Img/Cls2026.02 | 55.7 | 54.3 | 78.5 | 59.9 | 30.2 | |
| Diff-TPTBackbone=ViT-B/32, Test-time Prompt Tuning=true2025.06 | 52.8 | — | — | — | — | |
| Neighbors (SFM)Train Set=1 Img/Cls2026.02 | 52.7 | 47.3 | 78.7 | 56 | 28.7 | |
| VS2Backbone=ViT-B/322025.06 | 52.69 | — | — | — | — | |
| C-TPTBackbone=ViT-B/32, Test-time Prompt Tuning=true2025.06 | 52.54 | — | — | — | — | |
| VS2Backbone=ViT-B/32, Ensemble=true2025.06 | 52.47 | — | — | — | — | |
| TPTBackbone=ViT-B/32, Test-time Prompt Tuning=true2025.06 | 51.83 | — | — | — | — | |
| CLIPBackbone=ViT-B/32, Protocol=Zero-shot2025.06 | 51.76 | — | — | — | — | |
| CLIPBackbone=ViT-B/32, Ensemble=true2025.06 | 51.54 | — | — | — | — | |
| VS2Backbone=ViT-B/32, Ensemble=true, Test-time Augmentation=true2025.06 | 51.54 | — | — | — | — | |
| Neighbors (LGM)Train Set=1 Img/Cls2026.02 | 49.2 | 39.4 | 76.9 | 52.6 | 28.1 | |
| RandomTrain Set=1 Img/Cls2026.02 | 41.3 | 37.5 | 64.4 | 44.3 | 19.1 |