Object Concealment on COCO subset
100Concealment Success (C)Masking
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MaskingVision-Language Model=Instruct-BLIP2026.03 | 100 | 37 | 63 | 46 | |
| MaskingVision-Language Model=BLIP2-T52026.03 | 100 | 39 | 61 | 44 | |
| MaskingVision-Language Model=LLaVA2026.03 | 100 | 41 | 59 | 41 | |
| BCRVision-Language Model=LLaVA2026.03 | 95 | 82 | 18 | 11 | |
| BCRVision-Language Model=BLIP2-T52026.03 | 92 | 79 | 21 | 13 | |
| BCRVision-Language Model=Instruct-BLIP2026.03 | 89 | 77 | 23 | 16 | |
| VIPVision-Language Model=LLaVA2026.03 | 88 | 48 | 52 | 43 | |
| VIPVision-Language Model=BLIP2-T52026.03 | 83 | 45 | 55 | 45 | |
| VIPVision-Language Model=Instruct-BLIP2026.03 | 80 | 42 | 58 | 48 | |
| PRMVision-Language Model=LLaVA2026.03 | 80 | 60 | 40 | 33 | |
| PRMVision-Language Model=BLIP2-T52026.03 | 77 | 58 | 42 | 34 | |
| PRMVision-Language Model=Instruct-BLIP2026.03 | 63 | 54 | 46 | 37 | |
| No AttackVision-Language Model=Instruct-BLIP2026.03 | 0 | 100 | 0 | 0 | |
| No AttackVision-Language Model=BLIP2-T52026.03 | 0 | 100 | 0 | 0 | |
| No AttackVision-Language Model=LLaVA2026.03 | 0 | 100 | 0 | 0 |