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Image Classification on Target Classes Forget Set (test)

97.1BFLip
37.40452.90268.483.898Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LipModel=ViT-B/16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.1297.149.8
ZSL-CLIPModel=ViT-B/16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.1296.20
CCUPModel=ViT-32, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.1295.80
CCUPModel=ViT-16, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.1295.80
LipModel=RN50, Source Dataset=OxfordFlowers, Target Classes=gazania, tree mallow, trumpet creeper2025.12860
ZSL-CLIPModel=RN50, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.12860
CCUPModel=ViT-32, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.1284.20
LipModel=RN50, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.1282.712.5
ZSL-CLIPModel=RN50, Source Dataset=Caltech101, Target Classes=euphonium, minaret, platypus2025.1282.70
CCUPModel=ViT-16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.1282.10
LipModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.1280.731
ZSL-CLIPModel=ViT-B/16, Source Dataset=OxfordFlowers, Target Classes=trumpet creeper, gazania, tree mallow2025.1280.70
CCUPModel=ViT-32, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.1270.80
CCUPModel=ViT-16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.1269.50
LipModel=ViT-B/16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.1267.225.1
ZSL-CLIPModel=ViT-B/16, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.1267.20
CCUPModel=ViT-32, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.1260.90.17
CCUPModel=ViT-16, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.1260.20.3
LipModel=ViT-B/16, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.1259.530
ZSL-CLIPModel=ViT-B/16, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.1259.50
LipModel=RN50, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.1259.19.1
ZSL-CLIPModel=RN50, Source Dataset=StanfordDogs, Target Classes=Pekinese, toy poodle, Scotch terrier2025.1259.10
LipModel=RN50, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.1239.722.2
ZSL-CLIPModel=RN50, Source Dataset=StanfordCars, Target Classes=2009 Spyker C8 Coupe, 2010 Dodge Ram Pickup 3500 Crew Cab, 2011 Ford Ranger SuperCab2025.1239.70