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ResearchFormerly WizWand

Image-to-Text Retrieval on Flickr30K (TR@1, TR@5, TR@10)

70.1TR@1Cosine
-2.716.235.154Jun 10, 2025Aug 5, 2025Sep 30, 2025Nov 25, 2025Jan 20, 2026Mar 17, 2026May 12, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CosineFeature Extractor=CLIP2025.0670.189.193.3
EuclideanFeature Extractor=CLIP2025.0648.263.768.7
EuclideanFeature Extractor=BLIP2025.0647.779.788.8
MLP (Contr.)Feature Extractor=CLIP2025.0642.67281.4
MLP (Contr.)Feature Extractor=BLIP2025.0633.364.375
Transformer (Contr.)Feature Extractor=CLIP2025.0629.461.673.9
Transformer (Contr.)Feature Extractor=ConvNeXt/XLNet2025.063.413.520.5
CASTBudget=500, Selection Baseline Category=Ours2026.053.2111.6719.37
RandomBudget=500, Selection Baseline Category=Unimodal Selection Baselines2026.053.129.7616.7
FASTBudget=500, Selection Baseline Category=Unimodal Selection Baselines2026.053.0811.3217.62
HerdingBudget=500, Selection Baseline Category=Unimodal Selection Baselines2026.052.79.2215.42
GlisterBudget=500, Selection Baseline Category=Unimodal Selection Baselines2026.052.449.4414.88
GradMatchBudget=500, Selection Baseline Category=Unimodal Selection Baselines2026.052.389.0815.1
EL2NBudget=500, Selection Baseline Category=Unimodal Selection Baselines2026.052.188.8414.3
CASTBudget=200, Selection Baseline Category=Ours2026.052.057.6413.15
EntropyBudget=500, Selection Baseline Category=Unimodal Selection Baselines2026.051.926.3810.44
FASTBudget=200, Selection Baseline Category=Unimodal Selection Baselines2026.051.767.1212.04
PreSelBudget=500, Selection Baseline Category=Multimodal Selection Baselines2026.051.745.829.6
ViSABudget=500, Selection Baseline Category=Multimodal Selection Baselines2026.051.725.589.16
RandomBudget=200, Selection Baseline Category=Unimodal Selection Baselines2026.051.666.9411.4
ProphetBudget=500, Selection Baseline Category=Multimodal Selection Baselines2026.051.646.3210.42
CASTBudget=100, Selection Baseline Category=Ours2026.051.56.1510.45
Dyn-PruneBudget=500, Selection Baseline Category=Multimodal Selection Baselines2026.051.56.3810.68
GradMatchBudget=200, Selection Baseline Category=Unimodal Selection Baselines2026.051.24.548.04
RandomBudget=100, Selection Baseline Category=Unimodal Selection Baselines2026.051.184.27.48
FASTBudget=100, Selection Baseline Category=Unimodal Selection Baselines2026.0514.047.02
Dyn-PruneBudget=200, Selection Baseline Category=Multimodal Selection Baselines2026.0513.846.78
GlisterBudget=200, Selection Baseline Category=Unimodal Selection Baselines2026.050.984.687.82
EL2NBudget=200, Selection Baseline Category=Unimodal Selection Baselines2026.050.984.167.44
ProphetBudget=200, Selection Baseline Category=Multimodal Selection Baselines2026.050.923.726.18
GlisterBudget=100, Selection Baseline Category=Unimodal Selection Baselines2026.050.843.425.56
HerdingBudget=200, Selection Baseline Category=Unimodal Selection Baselines2026.050.844.067.14
EntropyBudget=200, Selection Baseline Category=Unimodal Selection Baselines2026.050.843.065.3
GradMatchBudget=100, Selection Baseline Category=Unimodal Selection Baselines2026.050.82.764.58
ViSABudget=200, Selection Baseline Category=Multimodal Selection Baselines2026.050.83.425.74
PreSelBudget=200, Selection Baseline Category=Multimodal Selection Baselines2026.050.742.545.08
Dyn-PruneBudget=100, Selection Baseline Category=Multimodal Selection Baselines2026.050.72.384.56
PreSelBudget=100, Selection Baseline Category=Multimodal Selection Baselines2026.050.622.13.62
EL2NBudget=100, Selection Baseline Category=Unimodal Selection Baselines2026.050.582.85.36
ViSABudget=100, Selection Baseline Category=Multimodal Selection Baselines2026.050.522.443.96
EntropyBudget=100, Selection Baseline Category=Unimodal Selection Baselines2026.050.51.823.48
HerdingBudget=100, Selection Baseline Category=Unimodal Selection Baselines2026.050.482.344.84
ProphetBudget=100, Selection Baseline Category=Multimodal Selection Baselines2026.050.442.444.12
Transformer (MSE)Feature Extractor=ResNet/BERT2025.060.10.010.2