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ResearchFormerly WizWand

Text-to-Image Retrieval on Fashion200K

34.9Recall@5CLIP
-1.11528.234917.58526.9351Nov 16, 2025Dec 13, 2025Jan 9, 2026Feb 6, 2026Mar 5, 2026Apr 1, 2026Apr 29, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CLIPvariant=oracle2026.0434.9——
MOON2.0mode=Zero-shot2025.1125.2531.3913.05
SemiCLIP2026.0423.4——
ToMA-domain2026.0423.3——
ToMA2026.0423.2——
MOONmode=Zero-shot2025.1122.8927.7310.82
GMEmode=Zero-shot2025.1120.3126.068.13
BGE-VL-Largemode=Zero-shot2025.1118.6223.716.75
S-CLIP2026.0417.4——
Soft-PL2026.0415.9——
MM-Embedmode=Zero-shot2025.1115.7122.255.97
Hard-PL2026.0414.5——
CLIPvariant=fine-tuned2026.0413.5——
CLIPvariant=original2026.0412.3——
FashionCLIPmode=Zero-shot2025.1111.6715.144.92
CASLIE-Smode=Zero-shot2025.1111.2514.124.71
SigLIP2mode=Zero-shot2025.1110.0313.94.19
Qwen2.5-VL-3Bmode=Zero-shot2025.111.061.50.45
InternVL3-2Bmode=Zero-shot2025.110.270.550.09
BLIP-FFRetrieval Strategy=Embedding-based, Fusion Strategy=Feature-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03—26.1—
BLIP-FFRetrieval Pool=Global, Approach=Embedding-based, Fusion=Feature-level2025.03—25.4—
CLIPversion=original2026.04——4.5
CLIPversion=fine-tuned2026.04——4.2
CLIP-SFRetrieval Strategy=Embedding-based, Fusion Strategy=Score-level Fusion, Re-ranking=false, Retrieval Pool=Task-specific2025.03—18—
CLIP-SFRetrieval Pool=Global, Approach=Embedding-based, Fusion=Score-level2025.03—17.8—
GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=false, Retrieval Pool=Task-specific2025.03—13.7—
GENIUSRetrieval Strategy=Generative, Fusion Strategy=None, Re-ranking=true, Retrieval Pool=Task-specific2025.03—16.2—
GENIUSRetrieval Pool=Global, Approach=Generative2025.03—13.7—
GENIUSRetrieval Pool=Global, Approach=Generative, Re-ranking=true2025.03—16.2—
Hard-PL2026.04——5.1
S-CLIP2026.04——6.1
SemiCLIP2026.04——9.1
Soft-PL2026.04——5.3
ToMA2026.04——9
ToMA-domain2026.04——8.9