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ResearchFormerly WizWand

Image Classification on Flowers102 (Top-1 Accuracy)

99.5Top-1 Accuracytrue-base
15.67637.43859.280.962May 23, 2023Nov 8, 2023Apr 25, 2024Oct 11, 2024Mar 29, 2025Sep 14, 2025Mar 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
true-baseEpoch Selection=Last Epoch2024.0599.5
true-baseEpoch Selection=Best Epoch2024.0599.4
ProposedShots=16, Venue=-2025.1296
ds-mixupEpoch Selection=Best Epoch2024.0590.8
annot-mixEpoch Selection=Last Epoch2024.0590.1
annot-mixEpoch Selection=Best Epoch2024.0590
madlEpoch Selection=Best Epoch2024.0585.1
madlEpoch Selection=Last Epoch2024.0585
trace-regEpoch Selection=Best Epoch2024.0577.9
trace-regEpoch Selection=Last Epoch2024.0576.2
ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0375.8
POS PGABackbone=CLIP ViT-L-14, zero-shot=true2023.0574.8
Noun SubmanifoldBackbone=CLIP ViT-L-14, zero-shot=true2023.0574.7
CLIPBackbone=CLIP ViT-L-14, zero-shot=true2023.0574.6
POS PCABackbone=CLIP ViT-L-14, zero-shot=true2023.0574.6
CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0374.4
ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0374
mv-mixupEpoch Selection=Best Epoch2024.0571.8
mv-mixupEpoch Selection=Last Epoch2024.0571.7
ds-mixupEpoch Selection=Last Epoch2024.0571.7
mv-baseEpoch Selection=Best Epoch2024.0571.5
CLIPShots=0, Venue=ICML’222025.1271.4
mv-baseEpoch Selection=Last Epoch2024.0568
conalEpoch Selection=Last Epoch2024.0552.8
conalEpoch Selection=Best Epoch2024.0552.8
crowd-arEpoch Selection=Last Epoch2024.0548.2
crowd-arEpoch Selection=Best Epoch2024.0548.2
geo-reg-fEpoch Selection=Best Epoch2024.0544.9
geo-reg-wEpoch Selection=Best Epoch2024.0544.9
geo-reg-fEpoch Selection=Last Epoch2024.0544.5
geo-reg-wEpoch Selection=Last Epoch2024.0544.5
union-netEpoch Selection=Best Epoch2024.0544
union-netEpoch Selection=Last Epoch2024.0543.1
crowd-layerEpoch Selection=Best Epoch2024.0536.9
crowd-layerEpoch Selection=Last Epoch2024.0536.8
ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.0320
ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.0319.7
FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.0318.9