Image Captioning on Flickr8K (test)
38.3BLEU@4Clean
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CleanBackbone=BLIP-22025.11 | 38.3 | 31.4 | 61.7 | 119.7 | — | — | |
| BlendedBackbone=BLIP-22025.11 | 37.8 | 31.5 | 61.4 | 118.7 | 100 | — | |
| ShadowCastBackbone=BLIP-22025.11 | 37.3 | 31.6 | 61.8 | 119.6 | 83.7 | — | |
| CTPBackbone=BLIP-22025.11 | 37.1 | 31.2 | 61.3 | 116.7 | 83 | — | |
| BadNetBackbone=BLIP-22025.11 | 36.4 | 31 | 60.6 | 114.3 | 70.9 | — | |
| AnyDoorBackbone=BLIP-22025.11 | 36.4 | 31.1 | 60.9 | 116.8 | 93 | — | |
| VLOODBackbone=BLIP-22025.11 | 36 | 30.4 | 60 | 113.8 | 99.9 | — | |
| Qwen2.5-VL-3B (Clean)Targeted Label=None, Model=Qwen2.5-VL-3B2025.11 | 34.2 | 30.8 | 59.6 | 108.9 | — | — | |
| CleanTarget Label=cat2025.11 | 33.2 | 29.8 | — | 104.8 | 4 | 59 | |
| CleanArchitecture=LLaVA2025.11 | 33.2 | 29.8 | — | 104.8 | — | 59 | |
| CGUBTargeted Label=Red, Model=Qwen2.5-VL-3B2025.11 | 32.6 | 27.4 | 57.3 | 92.3 | 89.2 | — | |
| CGUBTargeted Label=Shirt, Model=Qwen2.5-VL-3B2025.11 | 32.2 | 27.6 | 56.9 | 91 | 47.1 | — | |
| CTP (Ours)Architecture=LLaVA2025.11 | 31.6 | 29.3 | — | 97.9 | 100 | 57.8 | |
| CGUBTargeted Label=Black, Model=Qwen2.5-VL-3B2025.11 | 31.5 | 26.9 | 56.6 | 89.6 | 98.8 | — | |
| CGUBTargeted Label=Cat, Model=Qwen2.5-VL-3B2025.11 | 31.4 | 27.5 | 56.6 | 89.8 | 55.1 | — | |
| CGUBTarget Label=cat2025.11 | 31.4 | 28.8 | — | 96.6 | 34.1 | 57.8 | |
| VLOODArchitecture=LLaVA2025.11 | 31.1 | 28.8 | — | 101.5 | 99.9 | 57.4 | |
| ShadowCastTarget Label=cat2025.11 | 30.9 | 29.2 | — | 99.1 | 5.1 | 57.4 | |
| BadNetTarget Label=cat2025.11 | 30.8 | 29.2 | — | 98.5 | 4 | 57.3 | |
| BlendedTarget Label=cat2025.11 | 30.6 | 29.1 | — | 98.1 | 11.9 | 57.3 | |
| AnyDoorTarget Label=cat2025.11 | 30.6 | 29 | — | 98.1 | 6.3 | 57.3 | |
| ShadowCastArchitecture=LLaVA2025.11 | 28.9 | 28.4 | — | 92.6 | 84.1 | 56.3 | |
| BadNetArchitecture=LLaVA2025.11 | 28.8 | 28.5 | — | 92 | 99.6 | 56.4 | |
| CGUBTargeted Label=White, Model=Qwen2.5-VL-3B2025.11 | 28.7 | 25.6 | 54.8 | 81.1 | 94.5 | — | |
| AnyDoorArchitecture=LLaVA2025.11 | 28.5 | 28.2 | — | 92.1 | 100 | 56.1 | |
| VLOODTarget Label=cat2025.11 | 28.4 | 26.6 | — | 89.4 | 1.1 | 54.6 | |
| BlendedArchitecture=LLaVA2025.11 | 21.8 | 22.2 | — | 66.5 | 96.1 | 47 |