Image Classification on Caltech101 standard (test)
94.5BF ScoreCCUP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CCUPModel=ViT-32, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 94.5 | 94.1 | |
| CCUPModel=ViT-32, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 94.5 | 94 | |
| CCUPModel=ViT-32, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 94.5 | 92.7 | |
| CCUPModel=ViT-16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 93.8 | 92.1 | |
| CCUPModel=ViT-16, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 93.8 | 91.5 | |
| CCUPModel=ViT-16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 93.8 | 91.6 | |
| LipModel=ViT-B/16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 93.3 | 93.9 | |
| LipModel=ViT-B/16, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 93.3 | 92.8 | |
| LipModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 93.3 | 92.9 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 93.3 | 92 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 93.3 | 93.1 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 93.3 | 92.9 | |
| LipModel=RN50, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 85.7 | 86.5 | |
| LipModel=RN50, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 85.7 | 84 | |
| LipModel=RN50, Source Dataset=OxfordFlowers, Target Classes=gazania, tree mallow, trumpet creeper2025.12 | 85.7 | 86.3 | |
| ZSL-CLIPModel=RN50, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.12 | 85.7 | 85.4 | |
| ZSL-CLIPModel=RN50, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 85.7 | 85 | |
| ZSL-CLIPModel=RN50, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 85.7 | 85.6 |