LVLM image editing on Qwen-based LVLM image editing agent evaluation set noise-based injection (test)
94.22M AvgNo mitigation
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| No mitigationInjection Type=L_adv, Agent Base=Qwen-based2026.04 | 94.22 | 98.34 | — | — | |
| No mitigationInjection Type=L_adv + L_rob, Agent Base=Qwen-based2026.04 | 94.21 | 98.35 | — | — | |
| No mitigationInjection Type=L_adv + L_rob + L_imp, Agent Base=Qwen-based2026.04 | 86.32 | 98.67 | — | — | |
| No mitigationInjection Type=L_adv + L_imp, Agent Base=Qwen-based2026.04 | 85.11 | 94.34 | — | — | |
| Multi-agent Framework (LVLM-base)Injection Type=L_adv, Agent Base=Qwen-based2026.04 | 56.22 | 68.67 | — | 54.8 | |
| Multi-agent Framework (LVLM-base)Injection Type=L_adv + L_imp, Agent Base=Qwen-based2026.04 | 50.22 | 71.67 | — | 59.2 | |
| Multi-agent Framework (LVLM-base)Injection Type=L_adv + L_rob, Agent Base=Qwen-based2026.04 | 44.89 | 73.33 | — | 61.2 | |
| Filtering Base (LVLM-base)Injection Type=L_adv, Agent Base=Qwen-based2026.04 | 43.77 | 64 | 14.4 | — | |
| Multi-agent Framework (LVLM-base)Injection Type=L_adv + L_rob + L_imp, Agent Base=Qwen-based2026.04 | 33.56 | 66.67 | — | 66.4 | |
| Filtering Base (LVLM-base)Injection Type=L_adv + L_imp, Agent Base=Qwen-based2026.04 | 33.33 | 55.66 | 16.4 | — | |
| Filtering Base (LVLM-base)Injection Type=L_adv + L_rob, Agent Base=Qwen-based2026.04 | 25.56 | 31 | 44.4 | — | |
| Filtering Base (LVLM-base)Injection Type=L_adv + L_rob + L_imp, Agent Base=Qwen-based2026.04 | 14.22 | 19 | 52 | — | |
| Purification (JPEG)Injection Type=L_adv + L_rob, Purification Quality=75, Agent Base=Qwen-based2026.04 | 8 | 4.67 | — | — | |
| Purification (JPEG)Injection Type=L_adv + L_rob + L_imp, Purification Quality=75, Agent Base=Qwen-based2026.04 | 6 | 3.33 | — | — | |
| Purification (BIT)Injection Type=L_adv + L_rob + L_imp, Bit-depth Reduction=4 bits, Agent Base=Qwen-based2026.04 | 4.66 | 2 | — | — | |
| Purification (BIT)Injection Type=L_adv + L_rob, Bit-depth Reduction=4 bits, Agent Base=Qwen-based2026.04 | 4.44 | 2.67 | — | — | |
| Purification (JPEG)Injection Type=L_adv, Purification Quality=75, Agent Base=Qwen-based2026.04 | 3.56 | 2.33 | — | — | |
| Purification (JPEG)Injection Type=L_adv + L_imp, Purification Quality=75, Agent Base=Qwen-based2026.04 | 3.33 | 2 | — | — | |
| Purification (BIT)Injection Type=L_adv + L_imp, Bit-depth Reduction=4 bits, Agent Base=Qwen-based2026.04 | 3.11 | 1 | — | — | |
| Purification (BIT)Injection Type=L_adv, Bit-depth Reduction=4 bits, Agent Base=Qwen-based2026.04 | 2.89 | 1 | — | — |