Text Retrieval on MSCOCO
100ASR@R1SGA(LI)+SIA
Evaluation results
| Method | Links | |
|---|---|---|
| SGA(LI)+SIASource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 100 | |
| SA-AETSource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 100 | |
| SA-AET(LI)+SIASource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 100 | |
| SADCASource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 100 | |
| SADCASource VLP Model=TCL, Target VLP Model=TCL2026.03 | 100 | |
| SADCASource VLP Model=CLIPViT, Target VLP Model=CLIPViT2026.03 | 100 | |
| SADCASource VLP Model=CLIPCNN, Target VLP Model=CLIPCNN2026.03 | 100 | |
| SGASource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 99.95 | |
| DRASource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 99.9 | |
| PGDSource VLP Model=TCL, Target VLP Model=TCL2026.03 | 98.54 | |
| SADCASource VLP Model=TCL, Target VLP Model=Average2026.03 | 96.23 | |
| SADCASource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 94.96 | |
| Co-AttackSource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 94.95 | |
| PGDSource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 94.35 | |
| SA-AET(LI)+SIASource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 94.03 | |
| SADCASource VLP Model=CLIPViT, Target VLP Model=Average2026.03 | 92.92 | |
| PGDSource VLP Model=CLIPCNN, Target VLP Model=CLIPCNN2026.03 | 92.68 | |
| SA-AETSource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 85.92 | |
| SGA(LI)+SIASource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 83.73 | |
| PGDSource VLP Model=CLIPViT, Target VLP Model=CLIPViT2026.03 | 82.91 | |
| DRASource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 75.53 | |
| SADCASource VLP Model=CLIPCNN, Target VLP Model=Average2026.03 | 71.71 | |
| SGASource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 71.7 | |
| Co-AttackSource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 59.06 | |
| BERT-AttackSource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 39 | |
| PGDSource VLP Model=ALBEF, Target VLP Model=TCL2026.03 | 34.15 | |
| PGDSource VLP Model=TCL, Target VLP Model=Average2026.03 | 29.19 | |
| PGDSource VLP Model=ALBEF, Target VLP Model=Average2026.03 | 26.56 | |
| BERT-AttackSource VLP Model=ALBEF, Target VLP Model=ALBEF2026.03 | 24.39 | |
| PGDSource VLP Model=ALBEF, Target VLP Model=CLIPCNN2026.03 | 23.83 | |
| PGDSource VLP Model=ALBEF, Target VLP Model=CLIPViT2026.03 | 21.71 | |
| PGDSource VLP Model=CLIPViT, Target VLP Model=Average2026.03 | 14.87 | |
| PGDSource VLP Model=CLIPCNN, Target VLP Model=Average2026.03 | 11.31 |