Concept Unlearning on ImageNet Tools
61.3FAOriginal
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OriginalArchitecture=InternVL-8B2026.06 | 61.3 | 76.4 | 61.8 | |
| OriginalArchitecture=LLaVA-1.5-13B2026.06 | 60 | 80.8 | 61.2 | |
| OriginalArchitecture=LLaVA-1.5-7B2026.06 | 58.7 | 79.1 | 58.2 | |
| ISPFArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 42 | 73.4 | 54.7 | |
| ISPFArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 35.5 | 65.2 | 58.1 | |
| ISPFArchitecture=InternVL-8B, Source-Free=true2026.06 | 33.6 | 49.6 | 60.2 | |
| GA+KLArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 16 | 77.2 | 57.7 | |
| GAArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 12 | 77.5 | 57.7 | |
| NPOArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 8.7 | 76.5 | 57.8 | |
| GAArchitecture=InternVL-8B, Source-Free=false2026.06 | 4.9 | 61.1 | 60.1 | |
| NPOArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 4.7 | 80.4 | 60.4 | |
| SIUArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.5 | 79.7 | 61 | |
| GAArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 3.3 | 77.4 | 60.2 | |
| SIUArchitecture=InternVL-8B, Source-Free=false2026.06 | 3.1 | 67.2 | 61.2 | |
| SPACEArchitecture=InternVL-8B, Source-Free=true2026.06 | 2.7 | 69.4 | 61.2 | |
| NPOArchitecture=InternVL-8B, Source-Free=false2026.06 | 2.6 | 63.9 | 60.8 | |
| SIUArchitecture=LLaVA-1.5-7B, Source-Free=false2026.06 | 2.5 | 75.8 | 57.6 | |
| GA+KLArchitecture=LLaVA-1.5-13B, Source-Free=false2026.06 | 2.3 | 79.1 | 60.5 | |
| SPACEArchitecture=LLaVA-1.5-13B, Source-Free=true2026.06 | 2 | 77.1 | 60.6 | |
| GA+KLArchitecture=InternVL-8B, Source-Free=false2026.06 | 1.4 | 65.8 | 61.1 | |
| SPACEArchitecture=LLaVA-1.5-7B, Source-Free=true2026.06 | 0.7 | 76.2 | 57.2 |