Contributor Attribution on ArtBench Post-Impressionism (test)
33.07Aesthetic ScoreSurrogateSHAP
Evaluation results
| Method | Links | |
|---|---|---|
| SurrogateSHAPalpha=0.752026.01 | 33.07 | |
| Sparsified-FT Shapleyalpha=0.752026.01 | 19.35 | |
| Gmvaluatoralpha=0.752026.01 | 15.12 | |
| Pixel similarityalpha=0.75, Aggregation=avg.2026.01 | 14.63 | |
| CLIP similarityalpha=0.75, Aggregation=avg.2026.01 | 14.57 | |
| Pixel similarityalpha=0.75, Aggregation=max2026.01 | 14.02 | |
| CLIP similarityalpha=0.75, Aggregation=max2026.01 | 13.89 | |
| Leave-one-out (LOO)alpha=0.752026.01 | 4.4 | |
| Relative IFalpha=0.752026.01 | 3.8 | |
| DASalpha=0.752026.01 | 3.52 | |
| Aesthetic scorealpha=0.75, Aggregation=avg.2026.01 | 3.25 | |
| TRAKalpha=0.752026.01 | 3.16 | |
| Renormalized IFalpha=0.752026.01 | 0.51 | |
| Gradient similarityalpha=0.75, Aggregation=avg.2026.01 | 0.34 | |
| Gradient similarityalpha=0.75, Aggregation=max2026.01 | -3.89 | |
| Journey-TRAKalpha=0.752026.01 | -4.81 | |
| Aesthetic scorealpha=0.75, Aggregation=max2026.01 | -9.47 | |
| D-TRAKalpha=0.752026.01 | -22.87 |