notesum.ai
Published at December 9Table2Image: Interpretable Tabular data Classification with Realistic Image Transformations
cs.LG
Released Date: December 9, 2024
Authors: Seungeun Lee1, Seungsang Oh1
Aff.: 1Korea University

| T2I | T2I-V | LR | SVM | RF | XGBoost | LGBM | CatBoost | MLP | MLP-PLR | FT-T | TabPFN | TuneTables | TabM | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Avg ACC | 0.8766 | 0.8708 | 0.7831 | 0.7839 | 0.8530 | 0.8675 | 0.8612 | 0.8626 | 0.6731 | 0.7813 | 0.8313 | - | 0.8150 | 0.8011 |
| # of Wins | 26 | 17 | 2 | 3 | 9 | 8 | 13 | 4 | 1 | 2 | 5 | 3 | 5 | 8 |
| Avg AUC | 0.9202 | 0.9250 | 0.8758 | 0.8745 | 0.9109 | 0.8758 | 0.9116 | 0.9146 | 0.7035 | 0.7823 | 0.9016 | - | 0.8145 | 0.8260 |
| # of Wins | 23 | 24 | 3 | 3 | 6 | 3 | 13 | 12 | 0 | 1 | 11 | 3 | 6 | 9 |