Predicting Artistic Success on WikiArt-Seq2Rank (stratified split subset)
1,857BT ScoreSet2Seq Transformer
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Set2Seq TransformerEncoder=Set Transformer, Module=ISAB + PMA2024.08 | 1,857 | 423 | 41.4 | 18.4 | 40.6 | 17.4 | 27.7 | 8.4 | 28.8 | 7.1 | 31 | 8.4 | 28.8 | 23.3 | 30.3 | 25.2 | 39 | 18.4 | 49.3 | 18 | 28.2 | 19.1 | |
| Set2Seq TransformerEncoder=DeepSets, Pooling=max2024.08 | 1,844 | 425 | 38.3 | 20.5 | 41.1 | 17.5 | 19.7 | 8.4 | 25.6 | 7.6 | 31 | 8.1 | 35.4 | 20.5 | 28.5 | 25.1 | 38.7 | 18.2 | 47.4 | 17.6 | 28.3 | 18.9 | |
| DeepSetsPooling Operation=max2024.08 | 1,837 | 419 | 41.1 | 18.9 | 31.6 | 17.9 | 32.3 | 8.3 | 26.2 | 8 | 28.8 | 7.6 | 38.2 | 20.5 | 29.6 | 25.1 | 39.9 | 17.8 | 42.3 | 18 | 23 | 18.4 | |
| Set2Seq TransformerEncoder=Set Transformer, Module=SAB + PMA2024.08 | 1,782 | 398 | 42.5 | 18.7 | 34.7 | 18 | 29.6 | 8.4 | 29.6 | 8 | 31.6 | 8.1 | 34.4 | 21.3 | 23.1 | 26.1 | 35 | 19.9 | 47.6 | 18.6 | 25 | 18.1 | |
| TransformerPositional Encoding=true, Temporal Embedding=true2024.08 | 1,752 | 378 | 34.6 | 16.9 | 38.6 | 18.9 | 26.5 | 8.8 | 30.3 | 7.3 | 33.6 | 7.6 | 32.3 | 22 | 20.1 | 27.2 | 33.9 | 18.1 | 47.8 | 18.1 | 31.4 | 20.4 | |
| Set2Seq LSTMEncoder=Set Transformer, Module=SAB + PMA2024.08 | 1,718 | 359 | 29.4 | 21.3 | 38.7 | 17.5 | 28.1 | 8.5 | 26.1 | 7.5 | 32.4 | 8.2 | 30.4 | 23.1 | 31.4 | 23.9 | 35.2 | 18.5 | 41.9 | 18.6 | 29 | 19.4 | |
| Set2Seq LSTMEncoder=DeepSets, Pooling=max2024.08 | 1,716 | 361 | 31.9 | 21.3 | 29.6 | 18.6 | 30.4 | 8.2 | 29.6 | 7.4 | 32 | 7.9 | 31.8 | 22.8 | 25.5 | 26.2 | 35.2 | 18 | 42 | 19.3 | 26.8 | 18.8 | |
| Set2Seq TransformerEncoder=DeepSets, Pooling=mean2024.08 | 1,711 | 360 | 37.6 | 20.3 | 36.2 | 18.5 | 23.4 | 9 | 26.7 | 7.4 | 31.4 | 7.9 | 27.5 | 25 | 28.1 | 26 | 36.7 | 19.2 | 46.2 | 17.4 | 26.1 | 19.1 | |
| LSTMPooling Operation=max2024.08 | 1,668 | 332 | 33.1 | 20.4 | 43.1 | 17.9 | 14.3 | 10.3 | 29 | 7.7 | 28.4 | 8.1 | 33.5 | 21.5 | 24.7 | 25.4 | 33.1 | 19.3 | 39.5 | 18.1 | 30.5 | 18.9 | |
| TransformerPositional Encoding=true, Temporal Embedding=false2024.08 | 1,619 | 304 | 34.4 | 20.7 | 32.2 | 20.5 | 24.6 | 8.9 | 28.6 | 7.7 | 24.2 | 8 | 34.7 | 20.9 | 20.3 | 27.9 | 30.7 | 20 | 47.4 | 17.3 | 24.9 | 21 | |
| Set2Seq LSTMEncoder=Set Transformer, Module=ISAB + PMA2024.08 | 1,609 | 306 | 18.9 | 23.4 | 38.9 | 17.5 | 31.2 | 8.5 | 25.2 | 7.5 | 28.7 | 8.6 | 28.1 | 23.9 | 25.7 | 25.4 | 29.3 | 20 | 45.9 | 18.5 | 22.6 | 19.1 | |
| Set2Seq LSTMEncoder=DeepSets, Pooling=mean2024.08 | 1,604 | 298 | 20.4 | 23.7 | 32.2 | 17.8 | 20.8 | 8.3 | 28.4 | 7.5 | 25 | 8 | 30.8 | 22.4 | 24.2 | 26.7 | 34.6 | 18.4 | 45.1 | 18.2 | 20.4 | 20.8 | |
| Set2Seq TransformerEncoder=Set Transformer, Module=ISAB + PMA + SAB2024.08 | 1,598 | 297 | 36 | 20.2 | 36.9 | 19.8 | 19.1 | 8.6 | 27.5 | 8 | 29.4 | 8 | 27.4 | 23.1 | 24.3 | 26.3 | 34.8 | 19.7 | 45.3 | 19 | 18.9 | 21.2 | |
| TransformerPositional Encoding=false, Temporal Embedding=false2024.08 | 1,577 | 286 | 35.4 | 19.9 | 32.9 | 20.3 | 15 | 8.9 | 25.3 | 7.8 | 25.2 | 8.3 | 33.6 | 21 | 17.8 | 28.1 | 28.3 | 20.8 | 49.6 | 17.4 | 23.6 | 21.1 | |
| LSTMPooling Operation=mean2024.08 | 1,574 | 282 | 38.7 | 19.4 | 32.3 | 19.7 | 23 | 8.8 | 25 | 8 | 29.8 | 8.4 | 32.7 | 21.1 | 20.3 | 27.2 | 33 | 20 | 45.5 | 18.9 | 16.5 | 22.3 | |
| Hierarchical DeepSetsPooling Operation=max2024.08 | 1,547 | 266 | 37.8 | 20.1 | 29.8 | 21.5 | 27.5 | 9.9 | 22.3 | 8.8 | 21.1 | 8.9 | 30.7 | 22.2 | 26.5 | 25.9 | 34 | 20 | 47.8 | 19.3 | 26.3 | 21.5 | |
| Set2Seq LSTMEncoder=Set Transformer, Module=ISAB + PMA + SAB2024.08 | 1,542 | 267 | 29.5 | 21.7 | 33.8 | 18.4 | 22.9 | 8.9 | 30.1 | 7.4 | 16.5 | 8.8 | 23.5 | 24.1 | 29 | 25 | 31.9 | 20.8 | 45.7 | 19.3 | 21.1 | 21.3 | |
| TransformerPositional Encoding=false, Temporal Embedding=true2024.08 | 1,516 | 248 | 28.1 | 22.1 | 33.3 | 20 | 21.5 | 8.8 | 27.9 | 7.8 | 28.7 | 7.9 | 24.4 | 24.7 | 17.7 | 28.2 | 37.8 | 18.3 | 44.1 | 17.9 | 8.3 | 21.5 | |
| Gradient BoostingPooling Operation=max2024.08 | 1,407 | 195 | 28.1 | 21.5 | 30.6 | 20.9 | 29 | 9.3 | 21.6 | 8.8 | 23.4 | 9.6 | 31.5 | 22.1 | 18.3 | 26.9 | 31.6 | 20.5 | 42.1 | 20.8 | 25.2 | 21.9 | |
| Set TransformerModule=SAB + PMA2024.08 | 1,404 | 195 | 37.4 | 20.6 | 31 | 18.3 | 16.2 | 8.9 | 18.4 | 8.3 | 20.2 | 9.8 | 27.2 | 24.2 | 21.4 | 27.2 | 28.5 | 20.8 | 41.8 | 19.9 | 22.7 | 20.5 | |
| Set TransformerModule=ISAB + PMA2024.08 | 1,346 | 169 | 31.4 | 21.2 | 29.9 | 20.3 | 16.2 | 8.8 | 18.7 | 8.1 | 19.8 | 9.1 | 27.3 | 23.2 | 21.3 | 26.7 | 23.3 | 21.9 | 44.1 | 19.6 | 10.5 | 24.5 | |
| DeepSetsPooling Operation=mean2024.08 | 1,296 | 152 | 29 | 22.3 | 30.8 | 20.5 | 12.5 | 10 | 12.3 | 9.5 | 20.1 | 8.8 | 17.7 | 24.9 | 24.9 | 26.3 | 12 | 24.4 | 45.6 | 19 | 11.9 | 21.9 | |
| Set TransformerModule=ISAB + PMA + SAB2024.08 | 1,293 | 149 | 31.4 | 21.6 | 19.9 | 23.7 | 9.1 | 11.2 | 21.3 | 8.1 | 23.5 | 8.7 | 26.3 | 23.5 | 16.8 | 28.5 | 37.2 | 18.6 | 41.6 | 20.4 | 9.5 | 22.9 | |
| Gradient BoostingPooling Operation=mean2024.08 | 1,046 | 83 | 24.5 | 22.9 | 21.6 | 22.7 | 12.5 | 12.9 | 5.5 | 11.3 | 7.5 | 11.5 | 14.5 | 26.1 | 14.6 | 28.3 | 23 | 23.5 | 45 | 19.5 | 11.2 | 25.2 | |
| VanillaPooling Operation=max2024.08 | 703 | 43 | 14.6 | 52 | 3.8 | 46.9 | 7.5 | 33.7 | 9.4 | 28.4 | 5 | 29 | 12.1 | 46.6 | 5.2 | 65.3 | 20.5 | 52.7 | 23.6 | 43.4 | 14.8 | 51.5 | |
| VanillaPooling Operation=mean2024.08 | 456 | 25 | 9.8 | 73.4 | 14.8 | 77.7 | 7.6 | 51 | 1.3 | 44.4 | 3.7 | 46.4 | 13.2 | 68.6 | 15.1 | 68.1 | 8.3 | 74 | 9 | 61.4 | 7.7 | 91.9 |