Object Concealment on ImageNet Subset
100Concealment Success (C)Masking
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MaskingVision-Language Model=Instruct-BLIP2026.03 | 100 | 41 | 59 | 54 | |
| MaskingVision-Language Model=BLIP2-T52026.03 | 100 | 52 | 48 | 40 | |
| MaskingVision-Language Model=LLaVA2026.03 | 100 | 55 | 45 | 41 | |
| VIPVision-Language Model=LLaVA2026.03 | 98 | 62 | 48 | 29 | |
| BCRVision-Language Model=LLaVA2026.03 | 98 | 86 | 14 | 8 | |
| VIPVision-Language Model=BLIP2-T52026.03 | 96 | 59 | 41 | 32 | |
| BCRVision-Language Model=BLIP2-T52026.03 | 95 | 83 | 17 | 10 | |
| VIPVision-Language Model=Instruct-BLIP2026.03 | 93 | 57 | 43 | 35 | |
| BCRVision-Language Model=Instruct-BLIP2026.03 | 92 | 81 | 19 | 13 | |
| PRMVision-Language Model=LLaVA2026.03 | 73 | 34 | 66 | 39 | |
| PRMVision-Language Model=BLIP2-T52026.03 | 70 | 31 | 69 | 41 | |
| PRMVision-Language Model=Instruct-BLIP2026.03 | 66 | 38 | 62 | 44 | |
| 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 |