notesum.ai
Published at December 5VASCAR: Content-Aware Layout Generation via Visual-Aware Self-Correction
cs.CV
Released Date: December 5, 2024
Authors: Jiahao Zhang1, Ryota Yoshihashi, Shunsuke Kitada, Atsuki Osanai, Yuta Nakashima
Aff.: 1University

| PKU unannotated | CGL unannotated | |||||||
| Method | Occ | Rea | Und | Ove | Occ | Rea | Und | Ove |
| CGL-GAN [59] | 0.191 | 0.0312 | 0.32 | 0.069 | 0.481 | 0.0568 | 0.26 | 0.269 |
| DS-GAN [17] | 0.180 | 0.0301 | 0.52 | 0.026 | 0.435 | 0.0563 | 0.29 | 0.071 |
| ICVT [6] | 0.189 | 0.0317 | 0.48 | 0.292 | 0.446 | 0.0425 | 0.67 | 0.301 |
| LayoutDM [19] | 0.165 | 0.0285 | 0.38 | 0.201 | 0.421 | 0.0506 | 0.49 | 0.069 |
| Autoreg [16] | 0.154 | 0.0274 | 0.35 | 0.022 | 0.384 | 0.0427 | 0.76 | 0.058 |
| RALF [16] | \ul0.133 | \ul0.0231 | \ul0.87 | \ul0.018 | \ul0.336 | \ul0.0397 | \ul0.93 | \ul0.027 |
| VASCAR (Ours) | 0.132 | 0.0151 | 0.98 | 0.0002 | 0.289 | 0.0300 | 0.98 | 0.0007 |