Concept Unlearning on Landmarks
3FAGA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GAArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3 | 63.8 | 60.1 | |
| GA+KLArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.3 | 67.9 | 60.5 | |
| NPOArchitecture=InternVL-8B, Source-Free=false2026.06 | 3.4 | 71.9 | 60.8 | |
| SIUArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.8 | 64.9 | 61 | |
| SPACEArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 4 | 70.3 | 60.9 | |
| NPOArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 4.3 | 61.9 | 60.3 | |
| SPACEArchitecture=InternVL-8B, Source-Free=true2026.06 | 4.3 | 76.3 | 61.2 | |
| SIUArchitecture=InternVL-8B, Source-Free=false2026.06 | 4.7 | 74.6 | 61.1 | |
| GA+KLArchitecture=InternVL-8B, Source-Free=false2026.06 | 5.6 | 73.8 | 61 | |
| SIUArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 6.5 | 69.5 | 58.2 | |
| SPACEArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 6.5 | 76.8 | 58.1 | |
| GAArchitecture=InternVL-8B, Source-Free=false2026.06 | 6.9 | 68.4 | 60.4 | |
| GAArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 7.3 | 61.7 | 58.2 | |
| GA+KLArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 8.7 | 62.2 | 58.3 | |
| NPOArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 9.3 | 69.1 | 58.3 | |
| ISPFArchitecture=InternVL-8B, Source-Free=true2026.06 | 16.4 | 62.2 | 60.3 | |
| ISPFArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 31.6 | 55 | 58.4 | |
| ISPFArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 41.2 | 69.8 | 55.1 | |
| OriginalArchitecture=LLaVA-1.5-7B2026.06 | 56 | 76 | 58.2 | |
| OriginalArchitecture=LLaVA-1.5-13B2026.06 | 62 | 76.7 | 61.2 | |
| OriginalArchitecture=InternVL-8B2026.06 | 64.5 | 82 | 61.8 |