Contributor Attribution on ArtBench Post-Impressionism (Relative Aesthetic Change)
3.62Relative Aesthetic Change (%)SurrogateSHAP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SurrogateSHAPPercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | 3.62 | — | — | — | — | |
| SurrogateSHAPPercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | 3.06 | — | — | — | — | |
| SurrogateSHAPPercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | 2.54 | — | — | — | — | |
| Relative InfluencePercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | 1.08 | — | — | — | — | |
| SurrogateSHAPPercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | 0.43 | — | — | — | — | |
| Relative InfluencePercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | 0.17 | — | — | — | — | |
| Avg. Pixel SimilarityPercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | -0.8 | — | — | — | — | |
| Relative InfluencePercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | -1.25 | — | — | — | — | |
| Avg. Pixel SimilarityPercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | -1.32 | — | — | — | — | |
| Avg. Aesthetic ScorePercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | -1.38 | — | — | — | — | |
| Avg. Pixel SimilarityPercentile removed=10%, Removal protocol=bottom, Number of seeds=52026.01 | -1.68 | — | — | — | — | |
| Avg. Pixel SimilarityPercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | -2.2 | — | — | — | — | |
| Avg. Aesthetic ScorePercentile removed=15%, Removal protocol=bottom, Number of seeds=52026.01 | -2.22 | — | — | — | — | |
| Avg. Aesthetic ScorePercentile removed=20%, Removal protocol=bottom, Number of seeds=52026.01 | -2.4 | — | — | — | — | |
| Avg. Aesthetic ScorePercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | -2.59 | — | — | — | — | |
| Relative InfluencePercentile removed=5%, Removal protocol=bottom, Number of seeds=52026.01 | -2.93 | — | — | — | — | |
| Avg. Aesthetic Scorecounterfactual_removal=Top-k% most influential groups, metric_utility=Aesthetic Score2026.01 | — | -4.3 | -4.99 | -3.69 | -2.36 | |
| Avg. Pixel Similaritycounterfactual_removal=Top-k% most influential groups, metric_utility=Aesthetic Score2026.01 | — | -0.23 | -2.03 | -3.98 | -3.26 | |
| Relative Influencecounterfactual_removal=Top-k% most influential groups, metric_utility=Aesthetic Score2026.01 | — | -0.76 | -4.09 | 3.46 | -2.08 | |
| SurrogateSHAPcounterfactual_removal=Top-k% most influential groups, metric_utility=Aesthetic Score2026.01 | — | -3.3 | -5.76 | -5.75 | -7.71 |