Image-to-Text Retrieval on RSICD (val)
34.3R@5CLIP (oracle)
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP (oracle)Data=L + U2026.04 | 34.3 | |
| ToMAData=L=U2026.04 | 29 | |
| ToMA-domainData=L=U2026.04 | 28.7 | |
| ToMA-domainData=L≠U2026.04 | 28.2 | |
| ToMAData=L≠U2026.04 | 28 | |
| SemiCLIPData=L=U2026.04 | 27.9 | |
| S-CLIPData=L=U2026.04 | 27.5 | |
| Soft-PLData=L≠U2026.04 | 27.4 | |
| Hard-PLData=L=U2026.04 | 27.3 | |
| Soft-PLData=L=U2026.04 | 27.3 | |
| S-CLIPData=L≠U2026.04 | 27.2 | |
| SemiCLIPData=L≠U2026.04 | 26.1 | |
| Hard-PLData=L≠U2026.04 | 25.9 | |
| CLIP (fine-tuned)Data=L2026.04 | 25.7 | |
| S-CLIPData setup=L=U2023.05 | 18.4 | |
| S-CLIPData setup=L!=U2023.05 | 17.1 | |
| Soft-PLData setup=L=U2023.05 | 17 | |
| S-CLIPData setup=L=U2023.05 | 16.8 | |
| Soft-PLData setup=L!=U2023.05 | 16.5 | |
| Soft-PLData setup=L=U2023.05 | 16.3 | |
| Hard-PLData setup=L=U2023.05 | 16.1 | |
| Hard-PLData setup=L!=U2023.05 | 15.8 | |
| S-CLIPData setup=L!=U2023.05 | 15.8 | |
| Hard-PLData setup=L=U2023.05 | 15.7 | |
| CLIP (fine-tune)Data setup=L2023.05 | 15.4 | |
| Soft-PLData setup=L!=U2023.05 | 15.4 | |
| Hard-PLData setup=L!=U2023.05 | 15.3 | |
| CLIP (fine-tune)Data setup=L2023.05 | 15.1 | |
| CLIP (original)Data=-2026.04 | 12.6 | |
| CLIP (original)Setup=Original2023.05 | 10.1 | |
| CLIP (original)Setup=Original2023.05 | 9.4 |