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Text-to-image retrieval on UCM

17.1R@1ToMA
6.79.412.114.8May 23, 2023Nov 17, 2023May 14, 2024Nov 9, 2024May 6, 2025Nov 1, 2025Apr 29, 2026

Evaluation results

MethodLinks
ToMAData=L=U2026.0417.1
S-CLIPData=L̸=U2026.0416.5
ToMA-domainData=L=U2026.0416.2
Hard-PLData=L̸=U2026.0416
SemiCLIPData=L̸=U2026.0415.7
ToMAData=L̸=U2026.0415.4
SemiCLIPData=L=U2026.0415.2
Soft-PLData=L̸=U2026.0415.1
CLIP (fine-tuned)Data=L2026.0414.9
ToMA-domainData=L̸=U2026.0414.8
Hard-PLData=L=U2026.0414.1
S-CLIPData=L=U2026.0414
Soft-PLData=L=U2026.0413.7
S-CLIPData=L=U2023.0511.1
S-CLIPData=L≠U2023.0510.8
CLIP (fine-tune)Data=L2023.0510
Soft-PLData=L=U2023.059.8
Soft-PLData=L≠U2023.059.4
Hard-PLData=L=U2023.059.2
CLIP (original)Data=-2026.049
Hard-PLData=L≠U2023.058.9
CLIP (original)2023.057.1