Image Classification on StanfordCars standard (test)
68.4BF AccuracyCCUP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CCUPModel=ViT-32, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 68.4 | 68.1 | |
| CCUPModel=ViT-16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 68.1 | 66.8 | |
| CCUPModel=ViT-32, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 67.9 | 66.3 | |
| CCUPModel=ViT-16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 67.3 | 67.2 | |
| CCUPModel=ViT-16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 67 | 66 | |
| CCUPModel=ViT-32, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 66.8 | 64.8 | |
| LipModel=ViT-B/16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 65.5 | 64.4 | |
| LipModel=ViT-B/16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 65.5 | 63.4 | |
| LipModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 65.5 | 61.3 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 65.5 | 62.4 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 65.5 | 65 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 65.5 | 64.9 | |
| LipModel=RN50, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 55.8 | 54.7 | |
| LipModel=RN50, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 55.8 | 54.9 | |
| LipModel=RN50, Source Dataset=OxfordFlowers, Target Classes=gazania, tree mallow, trumpet creeper2025.12 | 55.8 | 55.2 | |
| ZSL-CLIPModel=RN50, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 55.8 | 54 | |
| ZSL-CLIPModel=RN50, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 55.8 | 55.1 | |
| ZSL-CLIPModel=RN50, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 55.8 | 55.4 |