Contributor Attribution on ArtBench Post-Impressionism
52.29Aesthetic ScoreSurrogateSHAP
Evaluation results
| Method | Links | |
|---|---|---|
| SurrogateSHAPalpha=0.252026.01 | 52.29 | |
| SurrogateSHAP2026.01 | 44.14 | |
| Sparsified-FT Shapley2026.01 | 18.85 | |
| Sparsified-FT Shapleyalpha=0.252026.01 | 15.27 | |
| Aesthetic score (avg.)alpha=0.252026.01 | 14.76 | |
| Aesthetic scoreAggregation=avg.2026.01 | 10.68 | |
| Pixel similarityAggregation=avg.2026.01 | 10.48 | |
| Leave-one-out (LOO)alpha=0.252026.01 | 9.76 | |
| Relative IFalpha=0.252026.01 | 9.57 | |
| Aesthetic score (max)alpha=0.252026.01 | 8.84 | |
| DASalpha=0.252026.01 | 8.45 | |
| Pixel similarityAggregation=max2026.01 | 8.4 | |
| TRAKalpha=0.252026.01 | 8.31 | |
| Gradient similarity (avg.)alpha=0.252026.01 | 6.92 | |
| Aesthetic scoreAggregation=max2026.01 | 6.61 | |
| Renormalized IFalpha=0.252026.01 | 4.95 | |
| Gradient similarityAggregation=avg.2026.01 | 3.69 | |
| Pixel similarity (max)alpha=0.252026.01 | 3.52 | |
| Gmvaluator2026.01 | 3.49 | |
| Gradient similarityAggregation=max2026.01 | 2.06 | |
| CLIP similarity (avg.)alpha=0.252026.01 | 0.37 | |
| CLIP similarityAggregation=max2026.01 | 0.27 | |
| Leave-one-out (LOO)2026.01 | -0.18 | |
| Pixel similarity (avg.)alpha=0.252026.01 | -1.03 | |
| CLIP similarity (max)alpha=0.252026.01 | -2.46 | |
| Gradient similarity (max)alpha=0.252026.01 | -3 | |
| Relative IF2026.01 | -3.49 | |
| TRAK2026.01 | -3.52 | |
| DAS2026.01 | -3.53 | |
| Renormalized IF2026.01 | -4.76 | |
| Gmvaluatoralpha=0.252026.01 | -5.06 | |
| CLIP similarityAggregation=avg.2026.01 | -6.85 | |
| Journey-TRAK2026.01 | -11.94 | |
| Journey-TRAKalpha=0.252026.01 | -19.86 | |
| D-TRAK2026.01 | -20.75 | |
| D-TRAKalpha=0.252026.01 | -20.75 |