Membership Inference Attack on InstructVideo
98.17AUC (%)VidLeaks
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VidLeaksAttack Type=Reference-based2026.01 | 98.17 | 59.26 | 94.21 | |
| VidLeaks2026.01 | 98.04 | 45 | 94.77 | |
| SRF2026.01 | 97.29 | 36.25 | 94.44 | |
| VidLeaksScenario=Query-only2026.01 | 97.01 | 62.28 | 91.8 | |
| SRFAttack Type=Reference-based2026.01 | 96.62 | 27.16 | 92.65 | |
| SRFScenario=Query-only2026.01 | 96.54 | 48.88 | 91.52 | |
| TGSAttack Type=Reference-based2026.01 | 91.31 | 17.28 | 85.03 | |
| TGS2026.01 | 84.07 | 4.94 | 80.88 | |
| TGSScenario=Query-only2026.01 | 79.32 | 9.68 | 72.55 |