Image Generation on CelebA-HQ 256x256
0.45FIDNVAE-Recon
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NVAE-Recon2020.10 | 0.45 | — | — | |
| WaveDiff + W-GeneratorTime (s)=0.79, Generator=Wavelet-embedded generator2022.11 | 5.94 | — | 37 | |
| WaveDiffTime (s)=0.60, Generator=Wavelet-based diffusion scheme without wavelet-embedded generator2022.11 | 6.55 | — | 35 | |
| UDM2021.12 | 7.16 | — | — | |
| UDM2023.06 | 7.16 | — | — | |
| LSGM2021.12 | 7.22 | — | — | |
| LSGM2023.06 | 7.22 | — | — | |
| Score SDE2021.12 | 7.23 | — | — | |
| Score SDE2022.11 | 7.23 | — | — | |
| Score SDE2023.06 | 7.23 | — | — | |
| SIDDMsdiffusion steps=22023.06 | 7.37 | — | — | |
| Denoising Diffusion GAN2021.12 | 7.64 | — | — | |
| DDGANTime (s)=1.732022.11 | 7.64 | — | 36 | |
| DDGANsdiffusion steps=22023.06 | 7.64 | — | — | |
| Inverse Noise CorrectionNoise Corrector Sampling Steps=200, Pre-Trained Model Sampling Steps=200, FLOPs/image=1.8062025.10 | 8.02 | — | — | |
| PGGANResolution=256x2562020.04 | 8.03 | 229.2 | — | |
| PGGAN2020.10 | 8.03 | — | — | |
| PGGAN2020.10 | 8.03 | — | — | |
| PGGAN2021.12 | 8.03 | — | — | |
| PGGAN2022.11 | 8.03 | — | — | |
| PGGAN2023.06 | 8.03 | — | — | |
| Inverse Noise CorrectionNoise Corrector Sampling Steps=100, Pre-Trained Model Sampling Steps=100, FLOPs/image=0.9032025.10 | 8.94 | — | — | |
| VQ-GAN2021.12 | 10.2 | — | — | |
| VQ-GAN2022.11 | 10.2 | — | — | |
| VQ-GAN2023.06 | 10.2 | — | — | |
| Pre-Trained ModelNoise Corrector Sampling Steps=-, Pre-Trained Model Sampling Steps=1000, FLOPs/image=6.8692025.10 | 11.93 | — | — | |
| Pre-Trained ModelNoise Corrector Sampling Steps=-, Pre-Trained Model Sampling Steps=200, FLOPs/image=1.3742025.10 | 13.39 | — | — | |
| DC-AE2021.12 | 15.8 | — | — | |
| DC-AE2023.06 | 15.8 | — | — | |
| D2C2021.06 | 18.74 | — | — | |
| Adv. LAE2021.12 | 19.2 | — | — | |
| Adv. LAE2023.06 | 19.2 | — | — | |
| StyleALAEResolution=256x2562020.04 | 19.21 | 33.29 | — | |
| Advers. LAE2020.10 | 19.21 | — | — | |
| Advers. LAE2020.10 | 19.21 | — | — | |
| VAEBM2020.10 | 20.38 | — | — | |
| VAEBMSampling=Full temperature2020.10 | 20.38 | — | — | |
| VAEBM2021.12 | 20.4 | — | — | |
| VAEBM2022.11 | 20.4 | — | — | |
| VAEBM2023.06 | 20.4 | — | — | |
| NCP-VAE2020.10 | 24.79 | — | — | |
| NCP-VAE2021.12 | 24.8 | — | — | |
| NCP-VAE2023.06 | 24.8 | — | — | |
| Balanced PIONEERResolution=256x2562020.04 | 25.25 | 146.2 | — | |
| DDIM2021.06 | 25.6 | — | — | |
| NVAE2021.12 | 29.7 | — | — | |
| NVAE2022.11 | 29.7 | — | — | |
| NVAE2023.06 | 29.7 | — | — | |
| PIONEERResolution=256x2562020.04 | 39.17 | 155.2 | — | |
| NVAE2021.06 | 40.26 | — | — | |
| NVAE2020.10 | 40.26 | — | — | |
| NVAESampling=Full temperature2020.10 | 45.11 | — | — | |
| GLOWResolution=256x2562020.04 | 68.93 | 219.6 | — | |
| GLOW2020.10 | 68.93 | — | — | |
| GLOW2020.10 | 68.93 | — | — |