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ResearchFormerly WizWand

Image-to-Text Retrieval on Fashion200K

34.9R@5CLIP
-1.28168.111717.50526.8983Nov 16, 2025Dec 13, 2025Jan 9, 2026Feb 6, 2026Mar 5, 2026Apr 1, 2026Apr 29, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CLIPvariant=oracle2026.0434.9——
ToMA-domain2026.0423.8——
ToMA2026.0423.5——
SemiCLIP2026.0423.3——
MOON2.0mode=Zero-shot2025.1123.1627.0913.1
GMEmode=Zero-shot2025.1121.1427.2310.31
MOONmode=Zero-shot2025.1120.0225.0911.71
S-CLIP2026.0416.9——
MM-Embedmode=Zero-shot2025.1115.9122.576.12
Soft-PL2026.0415.2——
BGE-VL-Largemode=Zero-shot2025.1114.2118.657.27
CLIPvariant=fine-tuned2026.0413.7——
Hard-PL2026.0412.6——
CLIPvariant=original2026.0412.5——
SigLIP2mode=Zero-shot2025.1110.4914.74.39
CASLIE-Smode=Zero-shot2025.1110.0413.894.41
FashionCLIPmode=Zero-shot2025.119.1512.974.34
Qwen2.5-VL-3Bmode=Zero-shot2025.111.171.630.54
InternVL3-2Bmode=Zero-shot2025.110.110.620.12
BLIP-FFRetrieval Strategy=Embedding-based, Fusion Strategy=Feature-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03—28.9—
BLIP-FFApproach=Embedding-based, Fusion=FF2025.03—27.6—
CLIPversion=original2026.04——4.7
CLIPversion=fine-tuned2026.04——4.8
CLIP-SFRetrieval Strategy=Embedding-based, Fusion Strategy=Score-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03—18.3—
CLIP-SFApproach=Embedding-based, Fusion=SF2025.03—17.9—
GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=false, Retrieval Pool=Task-specific2025.03—12.8—
GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=true, Retrieval Pool=Task-specific2025.03—16.3—
GENIUSApproach=Generative2025.03—12.8—
GENIUSApproach=Generative, Re-ranking=true2025.03—16.2—
Hard-PL2026.04——4.8
S-CLIP2026.04——6.6
SemiCLIP2026.04——10.1
Soft-PL2026.04——5.6
ToMA2026.04——10
ToMA-domain2026.04——9.9