Image-Text Retrieval on MS-COCO 5K (test)
472.1RSum (Composite Score)CDDS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CDDSBackbone=Swin, Resolution=384x384, Number of patches=12x122026.03 | 472.1 | 67.9 | 89.6 | 94.9 | 51.1 | 80.2 | 88.4 | — | — | |
| LAPSBackbone=Swin, Resolution=384x384, Number of patches=12x122026.03 | 470.1 | 67.1 | 88.6 | 94.3 | 53 | 79.5 | 87.6 | — | — | |
| CLIPStructure=ViT-L/142026.03 | 469.6 | — | — | — | — | — | — | — | — | |
| CDDSBackbone=Swin, Resolution=224x224, Number of patches=7x72026.03 | 467.7 | 64.6 | 89.8 | 94.8 | 51.9 | 79 | 87.6 | — | — | |
| LAPSBackbone=Swin, Resolution=224x224, Number of patches=7x72026.03 | 465.8 | 64.5 | 89.2 | 94.4 | 51.6 | 78.9 | 87.2 | — | — | |
| VSE++Backbone=Swin, Resolution=384x384, Number of patches=12x122026.03 | 462.2 | 63 | 88.5 | 94.3 | 50.1 | 78.9 | 87.4 | — | — | |
| VSE++Backbone=Swin, Resolution=224x224, Number of patches=7x72026.03 | 460.9 | 64 | 88.2 | 94.2 | 49.9 | 78 | 86.6 | — | — | |
| CHANBackbone=Swin, Resolution=384x384, Number of patches=12x122026.03 | 459.5 | 63.4 | 88.4 | 94.1 | 49.2 | 77.9 | 86.6 | — | — | |
| CHANBackbone=Swin, Resolution=224x224, Number of patches=7x72026.03 | 458 | 64.1 | 87.9 | 93.5 | 49.1 | 77.3 | 86.1 | — | — | |
| SGRBackbone=Swin, Resolution=384x384, Number of patches=12x122026.03 | 453.8 | 62.8 | 87 | 92.9 | 48.1 | 77 | 86 | — | — | |
| SGRBackbone=Swin, Resolution=224x224, Number of patches=7x72026.03 | 453.1 | 61 | 86.7 | 93.2 | 48.6 | 77.2 | 86.3 | — | — | |
| SCANBackbone=Swin, Resolution=384x384, Number of patches=12x122026.03 | 452.4 | 61.1 | 87.3 | 93.3 | 47.8 | 76.9 | 85.9 | — | — | |
| SCANBackbone=Swin, Resolution=224x224, Number of patches=7x72026.03 | 451.8 | 60.7 | 86.6 | 93.2 | 48.1 | 77.1 | 86.1 | — | — | |
| CMSFStructure=frcnn+bert2026.03 | 445.8 | — | — | — | — | — | — | — | — | |
| CDDSBackbone=ViT, Resolution=384x384, Number of patches=24x242026.03 | 444.4 | 57.8 | 85.2 | 92.8 | 46.9 | 76.2 | 85.5 | — | — | |
| LAPSBackbone=ViT, Resolution=384x384, Number of patches=24x242026.03 | 442.2 | 57.4 | 84.9 | 92.5 | 46.4 | 75.8 | 85.2 | — | — | |
| CDDSBackbone=ViT, Resolution=224x224, Number of patches=14x142026.03 | 437.8 | 57.9 | 84.6 | 91.4 | 45 | 74.8 | 84.1 | — | — | |
| LAPSBackbone=ViT, Resolution=224x224, Number of patches=14x142026.03 | 434.4 | 57.5 | 84 | 90.8 | 44.5 | 74 | 83.6 | — | — | |
| CMSFStructure=frcnn+bigru2026.03 | 432 | — | — | — | — | — | — | — | — | |
| CHANBackbone=ViT, Resolution=384x384, Number of patches=24x242026.03 | 431.1 | 55.6 | 83.8 | 91.2 | 43.4 | 73.6 | 83.5 | — | — | |
| CHANBackbone=ViT, Resolution=224x224, Number of patches=14x142026.03 | 428 | 56.3 | 83.2 | 90.1 | 43 | 72.6 | 82.8 | — | — | |
| SGRBackbone=ViT, Resolution=224x224, Number of patches=14x142026.03 | 425.8 | 54.9 | 82.8 | 90.5 | 42.8 | 72.2 | 82.5 | — | — | |
| VSE++Backbone=ViT, Resolution=384x384, Number of patches=24x242026.03 | 425.8 | 54.9 | 82.8 | 90.4 | 42.4 | 72.4 | 82.8 | — | — | |
| SGRBackbone=ViT, Resolution=384x384, Number of patches=24x242026.03 | 423.6 | 53.3 | 81 | 89.6 | 42.9 | 73.1 | 83.7 | — | — | |
| SCANBackbone=ViT, Resolution=224x224, Number of patches=14x142026.03 | 423.5 | 53.9 | 81.8 | 90 | 42.9 | 72.3 | 82.5 | — | — | |
| SCANBackbone=ViT, Resolution=384x384, Number of patches=24x242026.03 | 423.1 | 53.3 | 81.8 | 90 | 42.6 | 72.6 | 82.9 | — | — | |
| CLIPStructure=ViT-B/322026.03 | 422.6 | — | — | — | — | — | — | — | — | |
| VSE++Backbone=ViT, Resolution=224x224, Number of patches=14x142026.03 | 413.4 | 52.4 | 80.3 | 88.8 | 40.6 | 70.4 | 81.1 | — | — | |
| SGD–CLIPBackbone=RN-50 + SBERT, Train time=5121.72 s2026.04 | — | — | — | — | — | — | — | 5.7 | 27 | |
| SGD–CLIPBackbone=CLIP ViT-B/32, Train time=1066.60 s2026.04 | — | — | — | — | — | — | — | 12.6 | 42.1 | |
| UniConBackbone=RN-50 + SBERT, Train time=11.11 s2026.04 | — | — | — | — | — | — | — | 11.7 | 41.4 | |
| UniConBackbone=CLIP ViT-B/32, Train time=11.15 s2026.04 | — | — | — | — | — | — | — | 31.1 | 66.5 |