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Image-to-Text Retrieval on RSICD (val)

34.3R@5CLIP (oracle)
8.40415.12721.8528.573May 23, 2023Nov 17, 2023May 14, 2024Nov 9, 2024May 6, 2025Nov 1, 2025Apr 29, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CLIP (oracle)Data=L + U2026.0434.3
ToMAData=L=U2026.0429
ToMA-domainData=L=U2026.0428.7
ToMA-domainData=L≠U2026.0428.2
ToMAData=L≠U2026.0428
SemiCLIPData=L=U2026.0427.9
S-CLIPData=L=U2026.0427.5
Soft-PLData=L≠U2026.0427.4
Hard-PLData=L=U2026.0427.3
Soft-PLData=L=U2026.0427.3
S-CLIPData=L≠U2026.0427.2
SemiCLIPData=L≠U2026.0426.1
Hard-PLData=L≠U2026.0425.9
CLIP (fine-tuned)Data=L2026.0425.7
S-CLIPData setup=L=U2023.0518.4
S-CLIPData setup=L!=U2023.0517.1
Soft-PLData setup=L=U2023.0517
S-CLIPData setup=L=U2023.0516.8
Soft-PLData setup=L!=U2023.0516.5
Soft-PLData setup=L=U2023.0516.3
Hard-PLData setup=L=U2023.0516.1
Hard-PLData setup=L!=U2023.0515.8
S-CLIPData setup=L!=U2023.0515.8
Hard-PLData setup=L=U2023.0515.7
CLIP (fine-tune)Data setup=L2023.0515.4
Soft-PLData setup=L!=U2023.0515.4
Hard-PLData setup=L!=U2023.0515.3
CLIP (fine-tune)Data setup=L2023.0515.1
CLIP (original)Data=-2026.0412.6
CLIP (original)Setup=Original2023.0510.1
CLIP (original)Setup=Original2023.059.4