Adversarial Attack on Flickr30K
0.8634ASRSADCA
Evaluation Results
| Method | Links | |
|---|---|---|
| SADCATarget Model=Qwen3-VL-8B2026.03 | 0.8634 | |
| SADCATarget Model=Qwen2.5-VL-7B2026.03 | 0.8282 | |
| SA-AET(LI)+SIATarget Model=Qwen3-VL-8B2026.03 | 0.8014 | |
| SADCATarget Model=GPT-4o-mini2026.03 | 0.7912 | |
| SADCATarget Model=Claude-4.52026.03 | 0.7902 | |
| SADCATarget Model=GPT-52026.03 | 0.7861 | |
| SA-AET(LI)+SIATarget Model=Claude-4.52026.03 | 0.7512 | |
| SA-AETTarget Model=Claude-4.52026.03 | 0.7228 | |
| SADCATarget Model=InternVL3-8B2026.03 | 0.6906 | |
| SA-AET(LI)+SIATarget Model=GPT-52026.03 | 0.6808 | |
| SA-AET(LI)+SIATarget Model=Qwen2.5-VL-7B2026.03 | 0.675 | |
| SGA(LI)+SIATarget Model=Claude-4.52026.03 | 0.6418 | |
| SGATarget Model=Claude-4.52026.03 | 0.6332 | |
| SGA(LI)+SIATarget Model=Qwen3-VL-8B2026.03 | 0.6276 | |
| SA-AET(LI)+SIATarget Model=GPT-4o-mini2026.03 | 0.6248 | |
| SA-AETTarget Model=GPT-52026.03 | 0.6026 | |
| SA-AETTarget Model=Qwen3-VL-8B2026.03 | 0.6016 | |
| SGA(LI)+SIATarget Model=GPT-52026.03 | 0.5217 | |
| SADCATarget Model=Gemini-2.02026.03 | 0.5206 | |
| SA-AETTarget Model=GPT-4o-mini2026.03 | 0.5086 | |
| SGATarget Model=GPT-52026.03 | 0.5065 | |
| SA-AETTarget Model=Qwen2.5-VL-7B2026.03 | 0.482 | |
| SGATarget Model=Qwen3-VL-8B2026.03 | 0.47 | |
| SA-AET(LI)+SIATarget Model=InternVL3-8B2026.03 | 0.4668 | |
| SGA(LI)+SIATarget Model=GPT-4o-mini2026.03 | 0.4654 | |
| SGA(LI)+SIATarget Model=Qwen2.5-VL-7B2026.03 | 0.4592 | |
| SA-AET(LI)+SIATarget Model=Gemini-2.02026.03 | 0.4156 | |
| SGATarget Model=GPT-4o-mini2026.03 | 0.4096 | |
| SADCATarget Model=LLaVA-1.5-7B2026.03 | 0.4034 | |
| SA-AETTarget Model=Gemini-2.02026.03 | 0.385 | |
| SGATarget Model=Qwen2.5-VL-7B2026.03 | 0.36 | |
| SA-AET(LI)+SIATarget Model=LLaVA-1.5-7B2026.03 | 0.352 | |
| SGATarget Model=Gemini-2.02026.03 | 0.3012 | |
| SGA(LI)+SIATarget Model=Gemini-2.02026.03 | 0.2792 | |
| SGA(LI)+SIATarget Model=LLaVA-1.5-7B2026.03 | 0.273 | |
| SGA(LI)+SIATarget Model=InternVL3-8B2026.03 | 0.273 | |
| SA-AETTarget Model=InternVL3-8B2026.03 | 0.2572 | |
| CleanTarget Model=GPT-52026.03 | 0.2388 | |
| CleanTarget Model=Claude-4.52026.03 | 0.218 | |
| SGATarget Model=LLaVA-1.5-7B2026.03 | 0.176 | |
| SGATarget Model=InternVL3-8B2026.03 | 0.176 | |
| CleanTarget Model=GPT-4o-mini2026.03 | 0.15 | |
| CleanTarget Model=Qwen3-VL-8B2026.03 | 0.144 | |
| SA-AETTarget Model=LLaVA-1.5-7B2026.03 | 0.143 | |
| CleanTarget Model=Qwen2.5-VL-7B2026.03 | 0.1104 | |
| CleanTarget Model=Gemini-2.02026.03 | 0.0696 | |
| CleanTarget Model=InternVL3-8B2026.03 | 0.0472 | |
| CleanTarget Model=LLaVA-1.5-7B2026.03 | 0.0346 |