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ResearchFormerly WizWand

Classification on Flowers (top-1 accuracy)

96.2Top-1 AccuracyCLIP
-2.70422.97348.6574.327Sep 28, 2024Jan 4, 2025Apr 13, 2025Jul 21, 2025Oct 27, 2025Feb 3, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CLIPWay=5, Shot=52026.0396.2
DREAMWay=5, Shot=52026.0395.9
REPAWay=5, Shot=52026.0386.5
OpenAI-CLIP ViT-LN=400M, Zero-shot=true2024.0978.7
DINOv2-ARLN=20M, Zero-shot=true2024.0978.4
LiT L16LN=112M, Zero-shot=true2024.0976.3
FLUIDWay=5, Shot=52026.0376.1
DINOv2-MpNetN=20M, Zero-shot=true2024.0975.8
MARWay=5, Shot=52026.0374.6
LAION-CLIP ViT-LN=400M, Zero-shot=true2024.0973
CLIP-PGSImage Encoder=ViT-B/16, p=0.5, Protocol=Zero-shot2025.0333.2
CLIP-PGSImage Encoder=ViT-B/16, p=0.3, Protocol=Zero-shot2025.0330.7
CLIP-PGSImage Encoder=ViT-S/16, p=0.3, Protocol=Zero-shot2025.0328.5
E-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0328.4
CLIP-PGSImage Encoder=ViT-S/16, p=0.5, Protocol=Zero-shot2025.0326.6
CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0326
A-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0325.7
FLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0325.3
SAIL w/ SigLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=SigLIP, Setting=Zero-shot2026.058.75
FLQMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.058.28
SAIL w/ CLIPAlignment=frozen pretrained DINOv2 and GTE-1.5, Loss=InfoNCE, Setting=Zero-shot2026.057.17
FLVMIAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.056.57
CSAAlignment=frozen pretrained DINOv2 and GTE-1.5, Setting=Zero-shot2026.055.24
LiTLwA-baseN=0.5M, Zero-shot=true2024.092.1
LiTDA-baseN=0.5M, Zero-shot=true2024.091.1