Concept Unlearning on Stanford Dogs
72.4FAOriginal
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OriginalArchitecture=InternVL-8B2026.06 | 72.4 | 70.5 | 61.8 | |
| OriginalArchitecture=LLaVA-1.5-13B2026.06 | 64.8 | 75 | 61.2 | |
| OriginalArchitecture=LLaVA-1.5-7B2026.06 | 50 | 66.6 | 58.2 | |
| ISPFArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 20.1 | 45.2 | 56.2 | |
| ISPFArchitecture=InternVL-8B, Source-Free=true2026.06 | 16.3 | 35.2 | 59.7 | |
| ISPFArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 13.1 | 58 | 55.4 | |
| NPOArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 10.4 | 71.1 | 60.3 | |
| GAArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 9.6 | 67.9 | 60.1 | |
| SIUArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 8.8 | 70.1 | 61 | |
| GA+KLArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 7.2 | 69.2 | 60.5 | |
| SPACEArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 6.8 | 67.1 | 60.9 | |
| GA+KLArchitecture=InternVL-8B, Source-Free=false2026.06 | 6.6 | 46.8 | 60.4 | |
| GAArchitecture=InternVL-8B, Source-Free=false2026.06 | 5.4 | 43.1 | 60 | |
| SPACEArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 4.4 | 64.3 | 58.2 | |
| SIUArchitecture=InternVL-8B, Source-Free=false2026.06 | 4.1 | 49.7 | 60.9 | |
| GA+KLArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 3.6 | 60.8 | 58 | |
| NPOArchitecture=InternVL-8B, Source-Free=false2026.06 | 3.6 | 47.3 | 60.7 | |
| SIUArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 3.5 | 61.2 | 58.2 | |
| SPACEArchitecture=InternVL-8B, Source-Free=true2026.06 | 2.8 | 47.1 | 60.6 | |
| GAArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 2.4 | 58.9 | 58 | |
| NPOArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 2.4 | 60.2 | 58.1 |