Universal DoS Attack on D2-City
2TokensRandom Noise
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Random NoiseVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.73 | 2 | 1 | 0.72 | -0.01 | |
| Verbose ImagesVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.73 | 2.15 | 1.08 | 0.72 | 0 | |
| NICGSlowDownVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.73 | 6.9 | 3.45 | 0.81 | 0.08 | |
| VidDoSVictim Model=Qwen3-VL-4B-Instruct2026.03 | 2 | 0.73 | 254.8 | 127.4 | 10.66 | 9.93 | |
| Random NoiseVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 2 | 1 | 0.4 | 0.03 | |
| Verbose ImagesVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 1.5 | 0.75 | 0.4 | 0.03 | |
| NICGSlowDownVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 2 | 1 | 0.38 | 0 | |
| VidDoSVictim Model=Video-LLaVA-7B-hf2026.03 | 2 | 0.38 | 233.6 | 116.8 | 6.64 | 6.27 | |
| Random NoiseVictim Model=LLaVA-NeXT-Video-7B2026.03 | 3 | 0.7 | 3 | 1 | 0.67 | -0.03 | |
| Verbose ImagesVictim Model=LLaVA-NeXT-Video-7B2026.03 | 3 | 0.7 | 2.6 | 0.87 | 0.67 | -0.03 | |
| NICGSlowDownVictim Model=LLaVA-NeXT-Video-7B2026.03 | 3 | 0.7 | 5.95 | 1.98 | 0.73 | 0.08 | |
| VidDoSVictim Model=LLaVA-NeXT-Video-7B2026.03 | 3 | 0.7 | 163.8 | 54.6 | 4.9 | 4.25 |