notesum.ai
Published at December 9Generative Lines Matching Models
cs.CV
Released Date: December 9, 2024
Authors: Ori Matityahu1, Raanan Fattal1
Aff.: 1The Hebrew University of Jerusalem
![[Uncaptioned image]](https://arxiv.org/html/2412.06403v1/extracted/6055654/figs/distribution/source.png)
| Model | NFE | unconditional | conditional | |
|---|---|---|---|---|
| FID | IS | FID | ||
| GAN | ||||
| BigGAN Brock et al. (2019) | 1 | 14.70 | 9.22 | - |
| StyleGAN2-ADA Karras et al. (2020) | 1 | 2.92 | 9.83 | 2.42 |
| StyleGAN-D2D Kang et al. (2024) | 1 | - | - | 2.26 |
| StyleGAN-XL Sauer et al. (2022) | 1 | - | - | 1.85 |
| Diffusion / Score Matching | ||||
| DDPM Ho et al. (2020) | 1000 | 3.17 | 9.46 | - |
| DDIM Song et al. (2021a) | 100 | 4.16 | - | - |
| Score SDE Song et al. (2021b) | 2000 | 2.20 | 9.89 | - |
| EDM Karras et al. (2022) | 35 | 1.97 | 9.84 | 1.79 |
| Distillation / Direct Gen. | ||||
| KD Luhman & Luhman (2021) | 1 | 9.36 | 8.36 | - |
| PD Salimans & Ho (2022) | 1 | 9.12 | - | - |
| CT Song et al. (2023) | 1 | 8.70 | 8.49 | - |
| CD Song et al. (2023) | 1 | 3.55 | 9.48 | - |
| CD+GAN Lu et al. (2023) | 1 | 2.65 | - | - |
| iCT Song & Dhariwal (2024) | 1 | 2.83 | 9.54 | - |
| iCT-deep Song & Dhariwal (2024) | 1 | 2.51 | 9.76 | - |
| CTM Kim et al. (2024) | 1 | 1.98 | - | 1.73 |
| DMD Yin et al. (2024) | 1 | 3.77 | - | 2.66 |
| SiD () Zhou et al. (2024) | 1 | 2.02 | 10.02 | 1.93 |
| SiD () Zhou et al. (2024) | 1 | 1.92 | 9.98 | 1.71 |
| PD Salimans & Ho (2022) | 2 | 4.51 | - | - |
| CT Song et al. (2023) | 2 | 5.83 | 8.85 | - |
| CD Song et al. (2023) | 2 | 2.93 | 9.75 | - |
| iCT Song & Dhariwal (2024) | 2 | 2.46 | 9.80 | - |
| iCT-deep Song & Dhariwal (2024) | 2 | 2.24 | 9.89 | - |
| CTM Kim et al. (2024) | 2 | 1.87 | - | 1.63 |
| Flow Matching | ||||
| OT-CFM Lipman et al. (2023) | 142 | 6.35 | - | - |
| 1-Rect-Flow (distill) Liu et al. (2023) | 1 | 6.18 | 9.08 | - |
| 2-Rect-Flow (distill) Liu et al. (2023) | 1 | 4.85 | 9.01 | - |
| 3-Rect-Flow (distill) Liu et al. (2023) | 1 | 5.21 | 8.79 | - |
| 1-Rect-Flow Liu et al. (2023) | 127 | 2.58 | 9.60 | - |
| 2-Rect-Flow Liu et al. (2023) | 110 | 3.36 | 9.24 | - |
| 2-Rect-Flow Liu et al. (2023) | 104 | 3.96 | 9.01 | - |
| LMM | 1 | 1.90 | 10.16 | 1.57 |
| LMM | 2 | 1.55 | 10.20 | 1.39 |