Text-to-Video Retrieval on DiDeMo 1K videos (test)
66.63R@1ViPro
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ViProVictim Model=Singularity, Attack Setting=White-box, Constraint=None (w/o epsilon)2025.08 | 66.63 | 84.9 | — | — | 75.74 | 61.73 | 60.19 | 60.96 | |
| ViProVictim Model=Singularity, Attack Setting=White-box2025.08 | 40.54 | 69.56 | — | — | 55.03 | 35.64 | 44.85 | 40.25 | |
| BridgeFormerevaluation_protocol=fine-tuning2022.01 | 37 | 62.2 | 73.9 | 3 | — | — | — | — | |
| MCQEvaluation protocol=Fine-tuning2022.01 | 37 | 62.2 | 73.9 | 3 | — | — | — | — | |
| Frozenevaluation_protocol=fine-tuning2022.01 | 31 | 59.8 | 72.4 | 3 | — | — | — | — | |
| FrozenEvaluation protocol=Fine-tuning2022.01 | 31 | 59.8 | 72.4 | 3 | — | — | — | — | |
| BridgeFormerevaluation_protocol=zero-shot2022.01 | 25.6 | 50.6 | 61.1 | 5 | — | — | — | — | |
| MCQEvaluation protocol=Zero-shot2022.01 | 25.6 | 50.6 | 61.1 | 5 | — | — | — | — | |
| Frozenevaluation_protocol=zero-shot2022.01 | 21.1 | 46 | 56.2 | 7 | — | — | — | — | |
| FrozenEvaluation protocol=Zero-shot2022.01 | 21.1 | 46 | 56.2 | 7 | — | — | — | — | |
| ClipBertevaluation_protocol=fine-tuning2022.01 | 20.4 | 48 | 60.8 | 6 | — | — | — | — | |
| ClipBertEvaluation protocol=Fine-tuning2022.01 | 20.4 | 48 | 60.8 | 6 | — | — | — | — | |
| VideoCLIPevaluation_protocol=zero-shot2022.01 | 16.6 | 46.9 | — | — | — | — | — | — | |
| VideoCLIPEvaluation protocol=Zero-shot2022.01 | 16.6 | 46.9 | — | — | — | — | — | — | |
| CEevaluation_protocol=fine-tuning2022.01 | 16.1 | 41.1 | 82.7 | 8.3 | — | — | — | — | |
| CEEvaluation protocol=Fine-tuning2022.01 | 16.1 | 41.1 | 82.7 | 8.3 | — | — | — | — | |
| SGAVictim Model=Singularity, Attack Setting=White-box2025.08 | 9.58 | 35.08 | — | — | 22.33 | 4.68 | 10.37 | 7.53 | |
| Co-AttackVictim Model=Singularity, Attack Setting=White-box, Attack Objective=EMBMul2025.08 | 5.42 | 28.09 | — | — | 16.76 | 0.52 | 3.38 | 1.95 | |
| No AttackVictim Model=Singularity, Attack Setting=White-box2025.08 | 4.9 | 24.71 | — | — | 14.78 | — | — | — | |
| HEROevaluation_protocol=fine-tuning2022.01 | 2.1 | — | 11.4 | — | — | — | — | — | |
| HEROEvaluation protocol=Fine-tuning2022.01 | 2.1 | — | 11.4 | — | — | — | — | — |