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ResearchFormerly WizWand

Classification on FGVC Aircraft

57Top-1 AccuracyPEcore
-1.03214.03429.144.166Mar 3, 2026Mar 20, 2026Apr 6, 2026Apr 23, 2026May 10, 2026May 27, 2026Jun 13, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PEcoreData size=5B, Zero-shot=true2026.0357
SigLIP2Data size=10B, Zero-shot=true2026.0354.8
SigLIPData size=10B, Zero-shot=true2026.0344
LlipData size=2.5B, Zero-shot=true2026.0341.5
ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0330.8
MetaCLIPData size=2.5B, Zero-shot=true2026.0330.3
ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0327.2
LSA+OnZetaBackbone=ViT-B/162026.0626.67
LSABackbone=ViT-B/162026.0626.28
OpenCLIPData size=2B, Zero-shot=true2026.0325.8
CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0325.4
OnZetaBackbone=ViT-B/162026.0624.81
TPTBackbone=ViT-B/162026.0624.78
CLIP baselineBackbone=ViT-B/162026.0624.36
LSA+OnZetaBackbone=ResNet-502026.0618.88
LSABackbone=ResNet-502026.0618.12
TPTBackbone=ResNet-502026.0617.58
OnZetaBackbone=ResNet-502026.0617.26
CLIP baselineBackbone=ResNet-502026.0616.92
DreamLIPData size=30M, Zero-shot=true2026.037.9
FLAIRData size=30M, Zero-shot=true2026.037.2
GoldiCLIPData size=30M, Zero-shot=true2026.036.6
COSMOSData size=30M, Zero-shot=true2026.035.9
CLIPData size=30M, Zero-shot=true2026.035.7
SigLIPData size=30M, Zero-shot=true2026.035.7
ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.032.6
FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.031.6
ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.031.2