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ResearchFormerly WizWand

Image Classification on Average (15 datasets)

91AccuracyLaCLIP
-3.6420.9345.570.07May 31, 2023Dec 5, 2023Jun 11, 2024Dec 17, 2024Jun 24, 2025Dec 30, 2025Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
LaCLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0591
CLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0589.8
LaCLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0589.4
CLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.0588.5
LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0585.8
LaCLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.0585
LaSLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0584.5
CLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.0584
CLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0583.3
SLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.0582.1
PromptSRCPrompt Type=Deep, Depth=9, Modalities=Text + Vision2026.0776.94
SCPTPrompt Type=Shallow, Depth=1, Modalities=Text-only2026.0776.7
LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.0575
CLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.0573.1
MaPLePrompt Type=Deep, Depth=9, Modalities=Text + Vision2026.0762.79
OursEnsemble=5 trees2026.0446.19
Ours2026.0444.59
AoS2026.0444.15
TeCoA2026.0439.07
PMG-FT2026.0435.89
FARE2026.0428.58
CLIP2026.040