notesum.ai
Published at December 9MVReward: Better Aligning and Evaluating Multi-View Diffusion Models with Human Preferences
cs.CV
Released Date: December 9, 2024
Authors: Weitao Wang1, Haoran Xu, Yuxiao Yang, Zhifang Liu, Jun Meng, Haoqian Wang
Aff.: 1Tsinghua Shenzhen International Graduate School, Tsinghua University

| Metrics & Model | Human Eval. | MVReward | GSO Dataset | CLIP | BLIP | |||||
| Rank | Favor (%) | Rank | Reward | Rank | LPIPS | Rank | Score | Rank | Score | |
| Envision3D | 7 | 0.06 | 7 | 0.205 | 3 | 0.130 | 6 | 0.774 | 4 | -0.253 |
| SyncDreamer | 6 | 0.10 | 6 | 0.690 | 7 | 0.146 | 7 | 0.759 | 2 | 0.057 |
| Wonder3D - Wonder3D - Wonder3D (ours) | 5 | 9.33 | 5 | 1.016 | 5 | 0.141 | 5 | 0.785 | 7 | -0.262 |
| - | - | - | 1.018 | - | 0.141 | - | 0.790 | - | -0.264 | |
| 4 | 13.7 | 4 | 1.389 | 6 | 0.142 | 4 | 0.796 | 5 | -0.258 | |
| Zero123++ | 3 | 21.0 | 3 | 1.475 | 4 | 0.133 | 1 | 0.822 | 1 | 0.886 |
| Era3D - Era3D - Era3D (ours) | 2 | 25.3 | 2 | 1.506 | 2 | 0.126 | 3 | 0.801 | 6 | -0.259 |
| - | - | - | 1.503 | - | 0.127 | - | 0.802 | - | -0.259 | |
| 1 | 29.0 | 1 | 1.676 | 1 | 0.124 | 2 | 0.810 | 3 | -0.248 | |
| Spearman to Human Eval. | - | 1.00 | 0.61 | 0.86 | 0.04 | |||||