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ResearchFormerly WizWand

Classification on 11 natural domain benchmarks average (test)

78.5Average Classification AccuracyCLIP-SVD
60.8265.417074.59Sep 3, 2025
Updated 6mo ago

Evaluation results

MethodLinks
CLIP-SVDK (shots)=16, Backbone=ViT-B/322025.0978.5
Tip-Adapter-FK (shots)=16, Backbone=ViT-B/322025.0977.1
ProGradK (shots)=16, Backbone=ViT-B/322025.0975.9
CLIP-SVDK (shots)=8, Backbone=ViT-B/322025.0975.8
CoOpK (shots)=16, Backbone=ViT-B/322025.0974.7
MaPLeK (shots)=16, Backbone=ViT-B/322025.0974.1
Tip-Adapter-FK (shots)=8, Backbone=ViT-B/322025.0974.1
CLIP-SVDK (shots)=4, Backbone=ViT-B/322025.0973.4
ProGradK (shots)=8, Backbone=ViT-B/322025.0973.2
CoOpK (shots)=8, Backbone=ViT-B/322025.0972.2
KgCoOpK (shots)=16, Backbone=ViT-B/322025.0972.1
MaPLeK (shots)=8, Backbone=ViT-B/322025.0971.6
CLIP-AdapterK (shots)=16, Backbone=ViT-B/322025.0971.6
Tip-Adapter-FK (shots)=4, Backbone=ViT-B/322025.0971.6
CLIP-SVDK (shots)=2, Backbone=ViT-B/322025.0971
CoCoOpK (shots)=16, Backbone=ViT-B/322025.0970.7
KgCoOpK (shots)=8, Backbone=ViT-B/322025.0970.5
ProGradK (shots)=4, Backbone=ViT-B/322025.0969.8
Tip-Adapter-FK (shots)=2, Backbone=ViT-B/322025.0969.2
MaPLeK (shots)=4, Backbone=ViT-B/322025.0968.7
CoOpK (shots)=4, Backbone=ViT-B/322025.0968.6
KgCoOpK (shots)=4, Backbone=ViT-B/322025.0968.4
CoCoOpK (shots)=8, Backbone=ViT-B/322025.0968.1
CLIP-SVDK (shots)=1, Backbone=ViT-B/322025.0967.7
CLIP-AdapterK (shots)=8, Backbone=ViT-B/322025.0967.6
ProGradK (shots)=2, Backbone=ViT-B/322025.0967.1
CoCoOpK (shots)=4, Backbone=ViT-B/322025.0966.7
KgCoOpK (shots)=2, Backbone=ViT-B/322025.0966.6
Tip-Adapter-FK (shots)=1, Backbone=ViT-B/322025.0966.5
CoOpK (shots)=2, Backbone=ViT-B/322025.0965.3
MaPLeK (shots)=2, Backbone=ViT-B/322025.0965.2
KgCoOpK (shots)=1, Backbone=ViT-B/322025.0964.9
CoCoOpK (shots)=2, Backbone=ViT-B/322025.0964.8
ProGradK (shots)=1, Backbone=ViT-B/322025.0964.7
CLIP-AdapterK (shots)=4, Backbone=ViT-B/322025.0964.3
CLIP-AdapterK (shots)=2, Backbone=ViT-B/322025.0963.5
CoCoOpK (shots)=1, Backbone=ViT-B/322025.0963.1
CoOpK (shots)=1, Backbone=ViT-B/322025.0962.8
CLIP-AdapterK (shots)=1, Backbone=ViT-B/322025.0962.5
Zero-shot CLIPK (shots)=4, Backbone=ViT-B/322025.0961.8
MaPLeK (shots)=1, Backbone=ViT-B/322025.0961.5