Semantic Class Fidelity on ImageNet 1K (test)
0.77RN50 Fidelity ScoreCLIPDissect
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIPDissectAccess to model weights (W)=true, Access to data (D)=true2026.03 | 0.77 | 0.27 | |
| UNBOXAccess to model weights (W)=false, Access to data (D)=false2026.03 | 0.64 | 0.49 | |
| WWWAccess to model weights (W)=true, Access to data (D)=true2026.03 | 0.6 | 0.4 | |
| DEXTERAccess to model weights (W)=true, Access to data (D)=false2026.03 | 0.47 | 0.34 | |
| RandomAccess to model weights (W)=false, Access to data (D)=false2026.03 | 0.03 | 0.03 |