Image-to-Text Retrieval on CC 152K (test)
43.7R@1PCSR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCSRNoise Robustness=true, Backbone=SGR2025.09 | 43.7 | 67.7 | 77.2 | — | |
| L2RMNoise Robustness=true, Backbone=SGR2025.09 | 43 | 67.5 | 75.7 | — | |
| RCLNoise Robustness=true, Backbone=SGR2025.09 | 41.7 | 66 | 73.6 | — | |
| BiCromismatched pair filtering=true2023.03 | 40.8 | 67.2 | 76.1 | 370.2 | |
| BiCroNoise Robustness=true, Backbone=SGR2025.09 | 40.8 | 67.2 | 76.4 | — | |
| BiCromismatched pair filtering=false2023.03 | 40.7 | 67.3 | 76.7 | 368.9 | |
| CREAMNoise Robustness=true, Backbone=SGR2025.09 | 40.3 | 68.5 | 77.1 | — | |
| MSCNMeta-data size=3,000 pairs (2%)2023.04 | 40.1 | 65.7 | 76.6 | 182.4 | |
| MSCNNoise Robustness=true, Backbone=SGR2025.09 | 40.1 | 65.7 | 76 | — | |
| MSCN*Meta-data size=1,000 pairs (0.67%)2023.04 | 39.7 | 65.4 | 75.3 | 180.4 | |
| NCRPublication=NIPS'212023.04 | 39.5 | 64.5 | 73.5 | 177.5 | |
| NCR2023.03 | 39.5 | 64.5 | 73.5 | 355.6 | |
| NCRNoise Robustness=true, Backbone=SGR2025.09 | 39.5 | 64.5 | 73.5 | — | |
| DECL2023.03 | 39 | 66.1 | 75.5 | 364.3 | |
| DECLNoise Robustness=true, Backbone=SGR2025.09 | 39 | 66.1 | 75.5 | — | |
| SGR*Publication=AAAI'21, Pre-training=without hard negatives2023.04 | 35 | 63.4 | 73.3 | 171.7 | |
| IMRAMPublication=CVPR'202023.04 | 33.1 | 57.6 | 68.1 | 158.8 | |
| IMRAM2023.03 | 33.1 | 57.6 | 68.1 | 312 | |
| VSRNPublication=ICCV'192023.04 | 32.6 | 61.3 | 70.5 | 164.4 | |
| VSRN2023.03 | 32.6 | 61.3 | 70.5 | 326.7 | |
| SAFPublication=AAAI'212023.04 | 31.7 | 59.3 | 68.2 | 159.2 | |
| SAF2023.03 | 31.7 | 59.3 | 68.2 | 318 | |
| SCANPublication=ECCV'182023.04 | 30.5 | 55.3 | 65.3 | 151.1 | |
| SCAN2023.03 | 30.5 | 55.3 | 65.3 | 295.7 | |
| SCANNoise Robustness=false2025.09 | 30.5 | 55.3 | 65.3 | — | |
| SGRPublication=AAAI'212023.04 | 11.3 | 29.7 | 39.6 | 80.6 | |
| SGR2023.03 | 11.3 | 29.7 | 39.6 | 165.4 | |
| SGRNoise Robustness=false2025.09 | 11.3 | 29.7 | 39.6 | — |