Image Classification on StanfordDogs (test)
61.4BF ScoreCCUP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CCUPModel=ViT-32, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 61.4 | 60.9 | |
| CCUPModel=ViT-32, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 61.4 | 60.2 | |
| CCUPModel=ViT-32, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 61.4 | 60.5 | |
| CCUPModel=ViT-16, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 60.9 | 58.6 | |
| CCUPModel=ViT-16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 60.9 | 60.2 | |
| CCUPModel=ViT-16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 60.9 | 60 | |
| 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 | 59.1 | 57.6 | |
| LipModel=ViT-B/16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 59.1 | 58.9 | |
| LipModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 59.1 | 55.1 | |
| 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 | 59.1 | 58.6 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 59.1 | 55.8 | |
| ZSL-CLIPModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 59.1 | 57.8 | |
| LipModel=RN50, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 51.7 | 48.2 | |
| LipModel=RN50, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 51.7 | 51.5 | |
| LipModel=RN50, Source Dataset=OxfordFlowers, Target Classes=gazania, tree mallow, trumpet creeper2025.12 | 51.7 | 49.8 | |
| ZSL-CLIPModel=RN50, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.12 | 51.7 | 49.9 | |
| ZSL-CLIPModel=RN50, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.12 | 51.7 | 49.9 | |
| ZSL-CLIPModel=RN50, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12 | 51.7 | 50.2 |