Random Image Inpainting on ImageNet 256x256
31.16PSNRDDNM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DDNM2026.06 | 31.16 | 84.1 | 0.191 | 63.84 | |
| EPSNFE=1†, Architecture=EDM-DDPM++, Pre-training=Trained from scratch2026.06 | 29.73 | 87.6 | 0.103 | 24.03 | |
| DAPS2026.06 | 28.76 | 78.9 | 0.145 | 54.41 | |
| SOCS-Nonlinear-γ2026.06 | 28.75 | 80.8 | 0.108 | 53.02 | |
| DAPS2026.06 | 28.44 | 77.5 | 0.135 | 54.25 | |
| SOCS-Linear2026.06 | 28.44 | 79 | 0.175 | 91.92 | |
| SOCS-Nonlinear2026.06 | 28.05 | 75.4 | 0.102 | 55.44 | |
| EPSNFE=20, Architecture=EDM-DDPM++, Pre-training=Trained from scratch2026.06 | 27.9 | 83.6 | 0.104 | 20.17 | |
| EPSNFE=100, Architecture=EDM-DDPM++, Pre-training=Trained from scratch2026.06 | 27.26 | 81.7 | 0.113 | 21.39 | |
| DPS2026.06 | 26.59 | 73.6 | 0.254 | 98.27 | |
| DDNM2026.06 | 26.55 | 86.8 | 0.131 | 99.36 | |
| FPS - SMC2026.06 | 26.5 | 70.7 | 0.233 | 68.96 | |
| DCDP2026.06 | 26.41 | 73.1 | 0.167 | 68.22 | |
| FPS-SMC2026.06 | 24.52 | 70.1 | 0.316 | 79.12 | |
| DPS2026.06 | 23.52 | 74.5 | 0.297 | 87.53 | |
| DDRM2026.06 | 22.63 | 74.2 | 0.271 | 219.72 |