4x Super-Resolution on ImageNet
27.46PSNRDDNM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DDNMmode=zero-shot2022.12 | 27.46 | 0.87 | 39.26 | — | — | — | — | — | |
| ILVRmode=zero-shot2022.12 | 27.4 | 0.87 | 43.66 | — | — | — | — | — | |
| DDRMmode=zero-shot2022.12 | 27.38 | 0.869 | 43.15 | — | — | — | — | — | |
| HRDISType=Pixel, Run-time (s)=6.2162026.03 | 26.764 | 0.744 | — | 0.291 | — | — | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | 26.6 | — | — | — | — | — | — | — | |
| SITCOMType=Pixel, Run-time (s)=65.6572026.03 | 26.519 | 0.716 | — | 0.309 | — | — | — | — | |
| DAPS2026.05 | 26.5 | 0.706 | 41.46 | 0.239 | — | — | — | — | |
| DDNMMemory (MB)=5031, Run time (sec)=2962026.03 | 26.4 | — | — | — | — | — | — | — | |
| FAST-DIPSType=Pixel, Run-time (s)=6.2662026.03 | 26.367 | 0.714 | — | 0.334 | — | — | — | — | |
| Latent FAST-DIPSType=Latent, Run-time (s)=46.5162026.03 | 26.298 | 0.704 | — | 0.377 | — | — | — | — | |
| LatentDAPSType=Latent, Run-time (s)=95.6752026.03 | 26.189 | 0.702 | — | 0.388 | — | — | — | — | |
| OptDiff2026.05 | 26.07 | 0.715 | 47.06 | 0.35 | — | — | — | — | |
| RED-diff2026.05 | 25.9 | 0.708 | 43.54 | 0.328 | — | — | — | — | |
| DDNM2026.05 | 25.79 | 0.703 | 36.41 | 0.286 | — | — | — | — | |
| DAPSType=Pixel, Run-time (s)=97.1922026.03 | 25.686 | 0.651 | — | 0.364 | — | — | — | — | |
| DDRM2026.05 | 25.49 | 0.682 | 69.26 | 0.355 | — | — | — | — | |
| DiffPIR2026.05 | 25.28 | 0.682 | 27.7 | 0.242 | — | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | 25.1 | — | — | — | — | — | — | — | |
| SITCOMNFE=8002026.05 | 25 | — | — | 0.33 | — | — | — | — | |
| DPIR + Fast ProxiMAPNFE=272026.05 | 24.8 | — | — | 0.38 | — | — | — | — | |
| DiffPIR + Fast ProxiMAPNFE=272026.05 | 24.8 | — | — | 0.36 | — | — | — | — | |
| DPIRNFE=202026.05 | 24.7 | — | — | 0.38 | — | — | — | — | |
| DPIR + ProxiMAPNFE=1602026.05 | 24.7 | — | — | 0.38 | — | — | — | — | |
| DAPS + ProxiMAPNFE=12002026.05 | 24.7 | — | — | 0.35 | — | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | 24.5 | — | — | — | — | — | — | — | |
| PnPFlowNFE=5002026.05 | 24.4 | — | — | 0.4 | — | — | — | — | |
| REDDiffNFE=10002026.05 | 24.4 | — | — | 0.39 | — | — | — | — | |
| DAPSNFE=12002026.05 | 24.3 | — | — | 0.37 | — | — | — | — | |
| A^T ymode=zero-shot2022.12 | 24.26 | 0.684 | 134.4 | — | — | — | — | — | |
| DiffPIRNFE=202026.05 | 24.2 | — | — | 0.36 | — | — | — | — | |
| DPSNFE=20002026.05 | 24.2 | — | — | 0.33 | — | — | — | — | |
| VFMNFE=102026.03 | 24.16 | 0.658 | 47.61 | 0.382 | 0.068 | 0.539 | 0.392 | 0.148 | |
| FlowDPSNFE=250×22026.03 | 24.13 | 0.655 | 81.47 | 0.413 | 0.193 | 0.633 | 0.547 | 14.303 | |
| MPGDNFE=250×22026.03 | 23.93 | 0.642 | 69.01 | 0.388 | 0.157 | 0.553 | 0.446 | 7.3801 | |
| PSLDNFE=250×22026.03 | 23.92 | 0.639 | 74.59 | 0.401 | 0.169 | 0.565 | 0.453 | 10.375 | |
| Latent DPSNFE=250×22026.03 | 23.91 | 0.641 | 68.73 | 0.388 | 0.154 | 0.554 | 0.447 | 7.4195 | |
| FlowChefNFE=250×22026.03 | 23.91 | 0.641 | 68.63 | 0.388 | 0.154 | 0.553 | 0.447 | 7.4914 | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | 23.8 | — | — | — | — | — | — | — | |
| DDRM-LAMPNFE=202026.05 | 23.8 | 0.647 | — | — | — | — | — | — | |
| DDRMNFE=202026.05 | 23.73 | 0.642 | — | — | — | — | — | — | |
| C-ΠGDMType=Pixel, Run-time (s)=4.0852026.03 | 23.645 | 0.631 | — | 0.313 | — | — | — | — | |
| DiffPIR-LAMPNFE=1002026.05 | 23.43 | 0.588 | — | — | — | — | — | — | |
| DiffPIR + ProxiMAPNFE=1602026.05 | 23.3 | — | — | 0.38 | — | — | — | — | |
| DGPmode=zero-shot2022.12 | 23.18 | 0.798 | 64.34 | — | — | — | — | — | |
| DiffPIRNFE=1002026.05 | 23.17 | 0.569 | — | — | — | — | — | — | |
| VFMNFE=12026.03 | 22.69 | 0.6 | 47.61 | 0.382 | 0.068 | 0.539 | 0.392 | 0.015 | |
| ReSampleType=Latent, Run-time (s)=275.9992026.03 | 22.152 | 0.423 | — | 0.47 | — | — | — | — | |
| DDRM-1MNFE=202026.05 | 21.86 | 0.548 | — | — | — | — | — | — | |
| Latent DAPSNFE=250×22026.03 | 21.73 | 0.511 | — | 0.473 | — | 0.575 | 0.4 | 44.424 | |
| DDRM-2MNFE=202026.05 | 21.7 | 0.539 | — | — | — | — | — | — | |
| PSLDType=Latent, Run-time (s)=149.292026.03 | 21.262 | 0.405 | — | 0.501 | — | — | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | 20.9 | — | — | — | — | — | — | — | |
| DiffPIR-1MNFE=1002026.05 | 20.85 | 0.439 | — | — | — | — | — | — | |
| DPSNFE=10002026.05 | 20.76 | 0.477 | — | — | — | — | — | — | |
| frozen-θNFE=12026.03 | 20.61 | 0.469 | 148.5 | 0.557 | 0.27 | 0.837 | 0.637 | 0.015 | |
| DiffPIR-2MNFE=1002026.05 | 20.02 | 0.392 | — | — | — | — | — | — | |
| PGDMMemory (MB)=8741, Run time (sec)=3712026.03 | 18.2 | — | — | — | — | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | — | 0.67 | — | — | — | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=219, sigma_y=0.052026.03 | — | — | — | 0.41 | — | — | — | — | |
| DDNMMemory (MB)=5031, Run time (sec)=2962026.03 | — | 0.74 | — | — | — | — | — | — | |
| DDNMMemory (MB)=5031, Run time (sec)=296, sigma_y=0.052026.03 | — | — | — | 0.27 | — | — | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | — | 0.51 | — | — | — | — | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=360, sigma_y=0.052026.03 | — | — | — | 0.47 | — | — | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | — | 0.71 | — | — | — | — | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=83, sigma_y=0.052026.03 | — | — | — | 0.39 | — | — | — | — | |
| PGDMMemory (MB)=8741, Run time (sec)=3712026.03 | — | 0.27 | — | — | — | — | — | — | |
| PGDMMemory (MB)=8741, Run time (sec)=371, sigma_y=0.052026.03 | — | — | — | 0.63 | — | — | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | — | 0.6 | — | — | — | — | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=636, sigma_y=0.052026.03 | — | — | — | 0.49 | — | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | — | 0.59 | — | — | — | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=165, sigma_y=0.052026.03 | — | — | — | 0.53 | — | — | — | — |