Multi-concept Customization on ImageNet (INet) (test)
95.4IMSFL2T
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FL2TScenario=V10, Proxy Guidance=true2026.01 | 95.4 | 31.6 | |
| FL2TScenario=V3, Proxy Guidance=true2026.01 | 88.5 | 57.1 | |
| CIDMScenario=V10, Proxy Guidance=false2026.01 | 87.4 | 57.3 | |
| FL2TScenario=V5, Proxy Guidance=true2026.01 | 85.7 | 83.5 | |
| CIDMScenario=V3, Proxy Guidance=false2026.01 | 85.4 | 75.7 | |
| FL2TScenario=V1, Proxy Guidance=true2026.01 | 85.2 | 103.1 | |
| CIDMScenario=V4, Proxy Guidance=false2026.01 | 85 | 85.1 | |
| FL2TScenario=V6, Proxy Guidance=true2026.01 | 84.8 | 69.1 | |
| FL2TScenario=V4, Proxy Guidance=true2026.01 | 84.1 | 79.3 | |
| FL2TScenario=Avg., Proxy Guidance=true2026.01 | 83.2 | 78.5 | |
| CIDMScenario=V1, Proxy Guidance=false2026.01 | 81.6 | 129.6 | |
| FL2TScenario=V9, Proxy Guidance=true2026.01 | 80.2 | 79.8 | |
| CIDMScenario=V9, Proxy Guidance=false2026.01 | 80.1 | 88.1 | |
| CIDMScenario=V8, Proxy Guidance=false2026.01 | 79.4 | 58.8 | |
| CIDMScenario=V6, Proxy Guidance=false2026.01 | 78.4 | 86.2 | |
| CIDMScenario=Avg., Proxy Guidance=false2026.01 | 78.4 | 92.1 | |
| FL2TScenario=V8, Proxy Guidance=true2026.01 | 77.2 | 64.3 | |
| FL2TScenario=V7, Proxy Guidance=true2026.01 | 75.6 | 110.3 | |
| FL2TScenario=V2, Proxy Guidance=true2026.01 | 75.2 | 107.1 | |
| CIDMScenario=V5, Proxy Guidance=false2026.01 | 73.5 | 91.5 | |
| CIDMScenario=V2, Proxy Guidance=false2026.01 | 68.3 | 113.6 | |
| CIDMScenario=V7, Proxy Guidance=false2026.01 | 64.9 | 135.1 |