List your company

Image-to-text retrieval on UCM

21.1Recall@1ToMA
6.5410.3214.117.88May 23, 2023Nov 17, 2023May 14, 2024Nov 9, 2024May 6, 2025Nov 1, 2025Apr 29, 2026

Evaluation results

MethodLinks
ToMAData=L̸=U2026.0421.1
SemiCLIPData=L̸=U2026.0420.6
ToMA-domainData=L=U2026.0420
ToMA-domainData=L̸=U2026.0419.7
S-CLIPData=L=U2026.0419.5
SemiCLIPData=L=U2026.0419.4
ToMAData=L=U2026.0419.4
Soft-PLData=L=U2026.0419.2
CLIP (fine-tuned)Data=L2026.0418.9
S-CLIPData=L̸=U2026.0418.9
CLIP (original)Data=-2026.0417.1
Hard-PLData=L̸=U2026.0417.1
Hard-PLData=L=U2026.0417
Soft-PLData=L̸=U2026.0416
S-CLIPData=L=U2023.0511.6
Soft-PLData=L=U2023.0511
CLIP (fine-tune)Data=L2023.0510.6
S-CLIPData=L≠U2023.059.8
Hard-PLData=L=U2023.059.7
Soft-PLData=L≠U2023.058.4
Hard-PLData=L≠U2023.058.1
CLIP (original)2023.057.1