notesum.ai
Published at November 12Wavelet Latent Diffusion (Wala): Billion-Parameter 3D Generative Model with Compact Wavelet Encodings
cs.CV
cs.AI
cs.LG
Released Date: November 12, 2024
Authors: Aditya Sanghi, Aliasghar Khani, Pradyumna Reddy, Arianna Rampini, Derek Cheung, Kamal Rahimi Malekshan, Kanika Madan, Hooman Shayani

| Method | GSO Dataset | MAS Dataset | ||||
|---|---|---|---|---|---|---|
| LFD | IoU | CD | LFD | IoU | CD | |
| Poisson surface reconstruction (Kazhdan et al., 2006) | 3306.66 | 0.3838 | 0.0055 | 4565.56 | 0.2258 | 0.0085 |
| Point-E SDF model (Nichol et al., 2022c) | 2301.96 | 0.6006 | 0.0037 | 4378.51 | 0.4899 | 0.0158 |
| MeshAnything (Chen et al., 2024b) | 2228.62 | 0.3731 | 0.0064 | 2892.13 | 0.3378 | 0.0091 |
| Make-A-Shape (Hui et al., 2024) | 2274.92 | 0.7769 | 0.0019 | 1857.84 | 0.7595 | 0.0036 |
| WaLa(Ours) | 1114.01 | 0.9389 | 0.0011 | 1467.55 | 0.8625 | 0.0014 |