Image Reconstruction on FFHQ (val)
34.98PSNRSTMP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| STMPCompression ratio (M/N)=0.7, Noise level (delta_0)=0.05, Hyperparameter beta=0.52025.12 | 34.98 | 23.42 | — | — | 0.0437 | 94.2 | — | |
| STMPCompression ratio (M/N)=0.4, Noise level (delta_0)=0.05, Hyperparameter beta=0.52025.12 | 33.49 | 31.35 | — | — | 0.0633 | 92.49 | — | |
| LooC-VAEK x d*=1024 x 42026.01 | 32.44 | — | 100 | 1.37 | — | 92.76 | — | |
| LooC-VAECodebook size (K x d*)=1024 × 42026.01 | 32.44 | — | — | 1.37 | 0.0346 | 92.76 | 10,000 | |
| DDRMCompression ratio (M/N)=0.7, Noise level (delta_0)=0.05, Diffusion steps=1002025.12 | 31.79 | 25.42 | — | — | 0.0636 | 91.08 | — | |
| DMPSCompression ratio (M/N)=0.7, Noise level (delta_0)=0.052025.12 | 30.14 | 13.78 | — | — | 0.0341 | 88.78 | — | |
| STMPCompression ratio (M/N)=0.1, Noise level (delta_0)=0.05, Hyperparameter beta=0.52025.12 | 29.86 | 46.09 | — | — | 0.1228 | 86.15 | — | |
| DDRMCompression ratio (M/N)=0.4, Noise level (delta_0)=0.05, Diffusion steps=1002025.12 | 29.47 | 30.43 | — | — | 0.0995 | 85.99 | — | |
| PnP-ADMMCompression ratio (M/N)=0.7, Noise level (delta_0)=0.052025.12 | 29.15 | 43.26 | — | — | 0.1735 | 73.14 | — | |
| DDRMCompression ratio (M/N)=0.7, Noise level (delta_0)=0.05, Diffusion steps=202025.12 | 29.1 | 37.92 | — | — | 0.1192 | 85.52 | — | |
| PnP-ADMMCompression ratio (M/N)=0.4, Noise level (delta_0)=0.052025.12 | 28.89 | 56.15 | — | — | 0.1846 | 75.3 | — | |
| DPSCompression ratio (M/N)=0.7, Noise level (delta_0)=0.052025.12 | 28.33 | 26.63 | — | — | 0.0857 | 85.96 | — | |
| DiffPIRCompression ratio (M/N)=0.4, Noise level (delta_0)=0.052025.12 | 28.23 | 24.22 | — | — | 0.0667 | 81 | — | |
| D-Turbo-CSCompression ratio (M/N)=0.7, Noise level (delta_0)=0.052025.12 | 28.17 | 37.09 | — | — | 0.1141 | 87.15 | — | |
| DiffPIRCompression ratio (M/N)=0.7, Noise level (delta_0)=0.052025.12 | 28.05 | 27 | — | — | 0.0914 | 77.28 | — | |
| LooC-VAEK x d*=256 x 42026.01 | 27.73 | — | 100 | 1.97 | — | 84.99 | — | |
| LooC-VAECodebook size (K x d*)=256 × 42026.01 | 27.73 | — | — | 1.97 | 0.0501 | 84.99 | 10,000 | |
| CVQ-VAEK x d*=1024 x 2562026.01 | 26.87 | — | 100 | 2.03 | — | 83.98 | — | |
| CVQ-VAECodebook size (K x d*)=1024 × 2562026.01 | 26.87 | — | — | 2.03 | 0.0533 | 83.98 | 10,000 | |
| D-Turbo-CSCompression ratio (M/N)=0.4, Noise level (delta_0)=0.052025.12 | 26.79 | 42.84 | — | — | 0.1524 | 83.78 | — | |
| MoVQK x d*=1024 x 642026.01 | 26.72 | — | 56 | 2.26 | — | 82.12 | — | |
| MoVQCodebook size (K x d*)=1024 × 642026.01 | 26.72 | — | — | 2.26 | 0.0585 | 82.12 | 5,600 | |
| DPSCompression ratio (M/N)=0.4, Noise level (delta_0)=0.052025.12 | 26.66 | 26.46 | — | — | 0.0971 | 82.73 | — | |
| VQGAN-LC# Tokens=256, Codebook Size=100,0002024.06 | 26.1 | — | 99.5 | 3.81 | 0.08 | 69.4 | — | |
| STMPCompression ratio (M/N)=0.7, Noise level (delta_0)=0.5, Hyperparameter beta=0.52025.12 | 25.82 | 57.76 | — | — | 0.2089 | 76.49 | — | |
| DMPSCompression ratio (M/N)=0.4, Noise level (delta_0)=0.052025.12 | 25.73 | 26.63 | — | — | 0.0986 | 79.9 | — | |
| DDRMCompression ratio (M/N)=0.4, Noise level (delta_0)=0.05, Diffusion steps=202025.12 | 25.62 | 42.79 | — | — | 0.1798 | 76.73 | — | |
| DiffPIRCompression ratio (M/N)=0.1, Noise level (delta_0)=0.052025.12 | 25.52 | 56.3 | — | — | 0.1622 | 75.39 | — | |
| VQGAN-EMA# Tokens=256, Codebook Size=16,3842024.06 | 25.4 | — | 68.2 | 4.79 | 0.1 | 66.1 | — | |
| DDRMCompression ratio (M/N)=0.7, Noise level (delta_0)=0.5, Diffusion steps=1002025.12 | 25.01 | 57 | — | — | 0.2184 | 73.39 | — | |
| VQGAN-FC# Tokens=256, Codebook Size=16,3842024.06 | 24.8 | — | 10.9 | 4.86 | 0.11 | 64.6 | — | |
| DDRMCompression ratio (M/N)=0.7, Noise level (delta_0)=0.5, Diffusion steps=202025.12 | 24.77 | 58.9 | — | — | 0.2253 | 72.52 | — | |
| STMPCompression ratio (M/N)=0.4, Noise level (delta_0)=0.5, Hyperparameter beta=0.52025.12 | 24.73 | 61.22 | — | — | 0.2441 | 73.2 | — | |
| VQGAN# Tokens=256, Codebook Size=16,3842024.06 | 24.4 | — | 2.3 | 5.25 | 0.12 | 63.3 | — | |
| DiffPIRCompression ratio (M/N)=0.7, Noise level (delta_0)=0.52025.12 | 24.19 | 86.51 | — | — | 0.287 | 70.15 | — | |
| D-Turbo-CSCompression ratio (M/N)=0.1, Noise level (delta_0)=0.052025.12 | 23.98 | 63.58 | — | — | 0.2861 | 73.24 | — | |
| DDRMCompression ratio (M/N)=0.4, Noise level (delta_0)=0.5, Diffusion steps=1002025.12 | 23.58 | 62.56 | — | — | 0.2578 | 68.5 | — | |
| DiffPIRCompression ratio (M/N)=0.4, Noise level (delta_0)=0.52025.12 | 23.18 | 59.82 | — | — | 0.249 | 64.61 | — | |
| RQ-VAEK x d*=2048 x 2562026.01 | 22.99 | — | — | 3.88 | — | 67 | — | |
| RQ-VAECodebook size (K x d*)=2048 × 2562026.01 | 22.99 | — | — | 3.88 | 0.1302 | 67 | — | |
| RQVAE# Tokens=256, Codebook Size=2,0482024.06 | 22.9 | — | — | 7.04 | 0.13 | 67 | — | |
| VQWAE# Tokens=256, Codebook Size=1,0242024.06 | 22.5 | — | — | 4.2 | 0.12 | 66.5 | — | |
| DDRMCompression ratio (M/N)=0.4, Noise level (delta_0)=0.5, Diffusion steps=202025.12 | 22.37 | 68.61 | — | — | 0.2884 | 65.27 | — | |
| VQGANK x d*=1024 x 2562026.01 | 22.24 | — | 42 | 4.42 | — | 66.41 | — | |
| VQGANCodebook size (K x d*)=1024 × 2562026.01 | 22.24 | — | — | 4.42 | 0.1175 | 66.41 | 4,200 | |
| DPSCompression ratio (M/N)=0.1, Noise level (delta_0)=0.052025.12 | 22.15 | 29.36 | — | — | 0.1446 | 71.7 | — | |
| STMPCompression ratio (M/N)=0.1, Noise level (delta_0)=0.5, Hyperparameter beta=0.52025.12 | 22.07 | 68.85 | — | — | 0.3388 | 64.47 | — | |
| DDRMCompression ratio (M/N)=0.1, Noise level (delta_0)=0.05, Diffusion steps=1002025.12 | 21.43 | 68.89 | — | — | 0.3072 | 62.74 | — | |
| DiffPIRCompression ratio (M/N)=0.1, Noise level (delta_0)=0.52025.12 | 21.07 | 97.38 | — | — | 0.3572 | 61.49 | — | |
| D-Turbo-CSCompression ratio (M/N)=0.7, Noise level (delta_0)=0.52025.12 | 19.28 | 146.73 | — | — | 0.5131 | 53.9 | — | |
| PnP-ADMMCompression ratio (M/N)=0.1, Noise level (delta_0)=0.052025.12 | 19.16 | 310.09 | — | — | 0.5784 | 46.46 | — | |
| DMPSCompression ratio (M/N)=0.7, Noise level (delta_0)=0.52025.12 | 18.68 | 48.32 | — | — | 0.2383 | 58.78 | — | |
| DDRMCompression ratio (M/N)=0.1, Noise level (delta_0)=0.5, Diffusion steps=1002025.12 | 18.48 | 105.22 | — | — | 0.4188 | 52.25 | — | |
| D-Turbo-CSCompression ratio (M/N)=0.4, Noise level (delta_0)=0.52025.12 | 18.05 | 204.67 | — | — | 0.5697 | 48.83 | — | |
| DPSCompression ratio (M/N)=0.7, Noise level (delta_0)=0.52025.12 | 17.98 | 39.98 | — | — | 0.2323 | 58.88 | — | |
| DPSCompression ratio (M/N)=0.4, Noise level (delta_0)=0.52025.12 | 16.75 | 44.89 | — | — | 0.2632 | 54.66 | — | |
| DMPSCompression ratio (M/N)=0.4, Noise level (delta_0)=0.52025.12 | 16.66 | 63.92 | — | — | 0.313 | 53.15 | — | |
| D-Turbo-CSCompression ratio (M/N)=0.1, Noise level (delta_0)=0.52025.12 | 15.47 | 291.16 | — | — | 0.6741 | 39.13 | — | |
| DPSCompression ratio (M/N)=0.1, Noise level (delta_0)=0.52025.12 | 14.01 | 56.23 | — | — | 0.347 | 44.47 | — | |
| DDRMCompression ratio (M/N)=0.1, Noise level (delta_0)=0.05, Diffusion steps=202025.12 | 12.66 | 122.8 | — | — | 0.612 | 28.19 | — | |
| DMPSCompression ratio (M/N)=0.1, Noise level (delta_0)=0.052025.12 | 12.31 | 185.04 | — | — | 0.8939 | 17.87 | — | |
| DDRMCompression ratio (M/N)=0.1, Noise level (delta_0)=0.5, Diffusion steps=202025.12 | 11.82 | 95.36 | — | — | 0.5249 | 32.86 | — | |
| PnP-ADMMCompression ratio (M/N)=0.1, Noise level (delta_0)=0.52025.12 | 11.46 | 374.52 | — | — | 1.0889 | 6.38 | — | |
| DMPSCompression ratio (M/N)=0.1, Noise level (delta_0)=0.52025.12 | 11.31 | 92.56 | — | — | 0.5561 | 31.88 | — | |
| PnP-ADMMCompression ratio (M/N)=0.4, Noise level (delta_0)=0.52025.12 | 8.75 | 352.42 | — | — | 1.423 | 3.81 | — | |
| PnP-ADMMCompression ratio (M/N)=0.7, Noise level (delta_0)=0.52025.12 | 8.68 | 341.78 | — | — | 1.4445 | 4 | — | |
| MQVAE# Tokens=256, Codebook Size=1,0242024.06 | — | — | 78.2 | 4.55 | — | — | — | |
| SeQ-GANK x d*=1024 x 2562026.01 | — | — | 100 | 3.12 | — | — | — | |
| SeQ-GANCodebook size (K x d*)=1024 × 2562026.01 | — | — | — | 3.12 | — | — | 10,000 | |
| ViT-VQGANLatent Size=32 × 32, dim Z=81922021.10 | — | 3.13 | — | — | — | — | — | |
| ViT-VQGANK x d*=8192 x 322026.01 | — | — | — | 3.13 | — | — | — | |
| ViT-VQGANCodebook size (K x d*)=8192 × 322026.01 | — | — | — | 3.13 | — | — | — |