Text-to-Image Retrieval on ECCV Caption
92.2R@1VACSR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VACSRBackbone=CLIP ViT-B/162026.05 | 92.2 | 57.5 | 49.7 | — | |
| PCME++Backbone=CLIP ViT-B/162026.05 | 91.4 | 57.2 | 49.7 | — | |
| VACSRBackbone=CLIP ViT-B/322026.05 | 90.4 | 56.3 | 48.1 | — | |
| P2RMBackbone=CLIP ViT-B/322026.05 | 89.5 | 55.5 | 47.6 | — | |
| PCME++Backbone=CLIP ViT-B/322026.05 | 89.5 | 55.9 | 47.8 | — | |
| PCMEBackbone=CLIP ViT-B/162026.05 | 89.5 | 56.5 | 48.7 | — | |
| P2RMBackbone=CLIP ViT-B/162026.05 | 88.5 | 56.8 | 48.8 | — | |
| DAABackbone=CLIP ViT-B/322026.05 | 88.1 | 55.7 | 47.3 | — | |
| PCMEBackbone=CLIP ViT-B/322026.05 | 88 | 55.5 | 47.1 | — | |
| VACSRNoise Ratio=20%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 83.9 | 49.6 | 40.1 | 539 | |
| VACSRNoise Ratio=50%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 82.8 | 49.1 | 39.5 | 534.2 | |
| PCME++Noise Ratio=20%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 80 | 47.6 | 37.7 | 524.6 | |
| VSE∞Noise Ratio=20%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 79.7 | 46.3 | 37 | 518.6 | |
| PCMENoise Ratio=20%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 79.2 | 47.6 | 37.6 | 520.7 | |
| NCRNoise Ratio=20%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 78 | 46 | 35.9 | 518.6 | |
| PCME++Noise Ratio=50%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 76.3 | 45.8 | 35.7 | 511 | |
| PCMENoise Ratio=50%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 75.7 | 45.5 | 35.2 | 508 | |
| NCRNoise Ratio=50%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 75.1 | 44.3 | 34 | 508.5 | |
| DAABackbone=CLIP ViT-B/162026.05 | 60 | 38.9 | 29 | — | |
| VSE∞Noise Ratio=50%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 43.7 | 28.5 | 18 | 394.1 | |
| DAANoise Ratio=20%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 18.5 | 12.5 | 6.7 | 212.8 | |
| DAANoise Ratio=50%, Backbone=ViT-B/32, Retrieval Direction=Average2026.05 | 1 | 0.8 | 0.3 | 20.9 |