Image-Text Matching on CC-Neg
86.1AccuracyU-MARVEL+
Evaluation results
| Method | Links | |
|---|---|---|
| U-MARVEL+Reranker=true2025.07 | 86.1 | |
| LamRAreranking=pointwise/listwise2024.12 | 85.9 | |
| LamRAReranker=true2025.07 | 85.9 | |
| U-MARVELReranker=false2025.07 | 84.5 | |
| E5-V2024.12 | 83.2 | |
| E5-VReranker=false2025.07 | 83.2 | |
| UniIR-CLIP2024.12 | 79.9 | |
| UniIR-CLIP_SFReranker=false2025.07 | 79.9 | |
| LamRA-Ret2024.12 | 79.6 | |
| LamRA-RetReranker=false2025.07 | 79.6 | |
| Long-CLIP-L2024.12 | 76.3 | |
| CLIP-L2024.12 | 66.7 | |
| CLIP-LReranker=false2025.07 | 66.7 | |
| EVA-CLIPparameters=18B2024.12 | 63.8 | |
| MagicLens-L2024.12 | 62.7 | |
| MagicLens-LReranker=false2025.07 | 62.7 | |
| EVA-CLIPparameters=8B2024.12 | 59.4 |