Image Generation on CelebA (test)
3.21FIDBLACKOUT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BLACKOUTStarts from a singular point?=true, Corrector steps=NONE, Time homogeneous=true2023.05 | 3.21 | — | — | — | — | — | |
| SBDParams=O(100 M)2023.03 | 3.3 | — | — | — | — | — | |
| WGAN-GP2018.02 | 4.2 | — | — | — | — | — | |
| NCP-VAE2023.03 | 5.25 | — | — | — | — | — | |
| FOGAN2018.02 | 6 | — | — | — | — | — | |
| + Projection (R-18)Backbone=ResNet-182023.03 | 6.91 | — | — | — | — | — | |
| Coulomb GAN2018.02 | 9.3 | — | — | — | — | — | |
| FDP(UViT)Params=O(20 M)2023.03 | 11 | 6.55 | — | — | — | — | |
| DCGAN2018.02 | 12.5 | — | — | — | — | — | |
| NVAE2023.03 | 13.5 | — | — | — | — | — | |
| Perceptual AE2023.03 | 13.8 | — | — | — | — | — | |
| EncDiff2024.02 | 14.8 | — | — | — | — | — | |
| DisDiff2024.02 | 18.2 | — | — | — | — | — | |
| DC-VAE2023.03 | 19.9 | — | — | — | — | — | |
| Diff-AE2024.02 | 22.7 | — | — | — | — | — | |
| InfoDiffusion2024.02 | 23.6 | — | — | — | — | — | |
| + Adv. similarity (13)2023.03 | 25.1 | — | — | — | — | — | |
| BEGAN2018.02 | 28.5 | — | — | — | — | — | |
| WGAN GP2019.05 | 30.3 | — | — | — | — | — | |
| FDP(MLP)Params=O(1 M)2023.03 | 35 | 12.44 | — | — | — | — | |
| BEGAN2019.05 | 38.9 | — | — | — | — | — | |
| FD2FParams=O(10 M)2023.03 | 40.4 | — | — | — | — | — | |
| WGAN2019.05 | 41.3 | — | — | — | — | — | |
| GLFperceptual loss=true2019.05 | 41.8 | — | — | — | — | — | |
| GLFperceptual loss=true2019.05 | 41.8 | — | — | — | — | — | |
| DRAGAN2019.05 | 42.3 | — | — | — | — | — | |
| 2s-VAE2023.03 | 44.4 | — | — | — | — | — | |
| GLANNperceptual loss=true2019.05 | 46.3 | — | — | — | — | — | |
| GLANNperceptual loss=true2019.05 | 46.3 | — | — | — | — | — | |
| Lrecon (5) only2023.03 | 50.1 | — | — | — | — | — | |
| GLF2019.05 | 53.2 | — | — | — | — | — | |
| GLF2019.05 | 53.2 | — | — | — | — | — | |
| LSGAN2019.05 | 53.9 | — | — | — | — | — | |
| VAEprior=flow2019.05 | 54.3 | — | — | — | — | — | |
| VAE+flow prior2019.05 | 54.3 | — | — | — | — | — | |
| NS GAN2019.05 | 55 | — | — | — | — | — | |
| RAE + GMM2019.05 | 57.8 | — | — | — | — | — | |
| RAE + GMM2019.05 | 57.8 | — | — | — | — | — | |
| Two-Stage VAE2019.05 | 65.2 | — | — | — | — | — | |
| Two-Stage VAE2019.05 | 65.2 | — | — | — | — | — | |
| MM GAN2019.05 | 65.6 | — | — | — | — | — | |
| WAE-GAN2019.05 | 66.5 | — | — | — | — | — | |
| WAE-GAN2019.05 | 66.5 | — | — | — | — | — | |
| VAEposterior=flow2019.05 | 67.9 | — | — | — | — | — | |
| VAE+flow posterior2019.05 | 67.9 | — | — | — | — | — | |
| VAE2019.05 | 71 | — | — | — | — | — | |
| VAE2019.05 | 71 | — | — | — | — | — | |
| InfoVAE2024.02 | 77.8 | — | — | — | — | — | |
| beta-VAE2024.02 | 99.8 | — | — | — | — | — | |
| ∞-DIFFParams=O(100 M)2023.03 | — | 4.57 | — | — | — | — | |
| Class DiffusionIntegration Strategy=Baseline, Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 21.28 | 27.41 | 57.33 | 39.44 | |
| Class Diffusion + AdaptSP (PR)Integration Strategy=AdaptSP (PR), Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 19.7 | 25.22 | 55.62 | 39.62 | |
| Class Diffusion + AdaptSP (rm)Integration Strategy=AdaptSP (rm), Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 21.5 | 27.91 | 55.22 | 37.45 | |
| Class Diffusion + TEAIntegration Strategy=TEA, Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 21.48 | 27.8 | 56.64 | 39.6 | |
| Custom DiffusionIntegration Strategy=Baseline, Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 21.45 | 26.96 | 56.27 | 37.66 | |
| Custom Diffusion + AdaptSP (PR)Integration Strategy=AdaptSP (PR), Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 21.15 | 27.74 | 55.7 | 35.87 | |
| Custom Diffusion + AdaptSP (rm)Integration Strategy=AdaptSP (rm), Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 21.85 | 28.4 | 53.09 | 33.18 | |
| Custom Diffusion + TEAIntegration Strategy=TEA, Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 21.33 | 27.05 | 55.58 | 40.75 | |
| DreamBoothIntegration Strategy=Baseline, Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 19.68 | 24.56 | 61.98 | 47.34 | |
| DreamBooth + AdaptSP (PR)Integration Strategy=AdaptSP (PR), Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 20.44 | 25.44 | 63.4 | 46.89 | |
| DreamBooth + AdaptSP (rm)Integration Strategy=AdaptSP (rm), Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 20.93 | 26.35 | 61.16 | 44.3 | |
| DreamBooth + TEAIntegration Strategy=TEA, Pre-trained Model=Stable-Diffusion-v1-52026.05 | — | — | 20.19 | 25.2 | 59.61 | 45.07 |