Object Existence Probing on POPE Adversarial
94PrecisionADAPT
Evaluation Results
| Method | Links | |
|---|---|---|
| ADAPTBackbone=Qwen2.5-VL-3B2026.06 | 94 | |
| ADAPT-TFBackbone=Qwen2.5-VL-7B2026.06 | 93.9 | |
| VCDBackbone=Qwen2.5-VL-7B2026.06 | 93.7 | |
| ADAPT-TFBackbone=Qwen2.5-VL-3B2026.06 | 93.5 | |
| Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B2026.06 | 93.5 | |
| ADAPTBackbone=Qwen2.5-VL-7B2026.06 | 93.5 | |
| Qwen2.5-VL-3BBackbone=Qwen2.5-VL-3B2026.06 | 93.2 | |
| DPOBackbone=Qwen2.5-VL-3B2026.06 | 93 | |
| VCDBackbone=Qwen2.5-VL-3B2026.06 | 92.9 | |
| DPOBackbone=Qwen2.5-VL-7B2026.06 | 92.4 | |
| ADAPTBackbone=LLaVA-v1.5-7B2026.06 | 91.9 | |
| ADAPT-TFBackbone=LLaVA-v1.5-13B2026.06 | 90.6 | |
| ADAPTBackbone=LLaVA-v1.5-13B2026.06 | 90.6 | |
| ADAPT-TFBackbone=LLaVA-v1.5-7B2026.06 | 90.3 | |
| OPERABackbone=LLaVA-v1.5-13B2026.06 | 84.7 | |
| LLaVA-v1.5-13BBackbone=LLaVA-v1.5-13B2026.06 | 84.5 | |
| DPOBackbone=LLaVA-v1.5-13B2026.06 | 82.7 | |
| VCDBackbone=LLaVA-v1.5-13B2026.06 | 82.4 | |
| OPERABackbone=LLaVA-v1.5-7B2026.06 | 82.2 | |
| AVISCBackbone=LLaVA-v1.5-7B2026.06 | 79.8 | |
| DPOBackbone=LLaVA-v1.5-7B2026.06 | 77.8 | |
| mDPOBackbone=LLaVA-v1.5-7B2026.06 | 77.5 | |
| LLaVA-v1.5-7BBackbone=LLaVA-v1.5-7B2026.06 | 76.1 | |
| VCDBackbone=LLaVA-v1.5-7B2026.06 | 73.4 |