HDR on ImageNet
26.849PSNRSITCOM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SITCOMType=Pixel, Run-time (s)=109.9462026.03 | 26.849 | 0.207 | — | — | 0.796 | |
| DAPSType=Pixel, Run-time (s)=293.2862026.03 | 26.568 | 0.198 | — | — | 0.819 | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | 25.6 | — | — | — | — | |
| ReSampleType=Latent, Run-time (s)=285.4952026.03 | 24.95 | 0.257 | — | — | 0.783 | |
| DiffStateGradBase Method=ReSample2026.01 | 24.93 | 0.215 | 72.41 | 92.55 | — | |
| ReSampleBase Method=ReSample2026.01 | 24.91 | 0.218 | 74.43 | 91.78 | — | |
| MCLCBase Method=ReSample2026.01 | 24.79 | 0.217 | 71.67 | 87.39 | — | |
| HRDISType=Pixel, Run-time (s)=5.9892026.03 | 24.623 | 0.199 | — | — | 0.825 | |
| FAST-DIPSType=Pixel, Run-time (s)=13.3672026.03 | 24.522 | 0.29 | — | — | 0.775 | |
| Latent FAST-DIPSType=Latent, Run-time (s)=85.6852026.03 | 24.415 | 0.291 | — | — | 0.773 | |
| Latent DPS + REPARepresentation Alignment=REPA2025.11 | 24.11 | 0.258 | 78.24 | — | 0.701 | |
| Resample + REPARepresentation Alignment=REPA2025.11 | 24.01 | 0.282 | 108.41 | — | 0.711 | |
| Resample2025.11 | 23.61 | 0.295 | 125 | — | 0.701 | |
| LatentDAPSBase Method=LatentDAPS2026.01 | 23.32 | 0.306 | 107.01 | 112.89 | — | |
| DiffStateGradBase Method=LatentDAPS2026.01 | 23.31 | 0.306 | 104.67 | 112.96 | — | |
| MCLCBase Method=LatentDAPS2026.01 | 23.25 | 0.305 | 106.91 | 112.76 | — | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | 23.2 | — | — | — | — | |
| Latent DPS2025.11 | 23.12 | 0.31 | 138.78 | — | 0.69 | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | 22.5 | — | — | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | 22.1 | — | — | — | — | |
| CaMB-DiffSetting=Zero-shot2026.03 | 19.95 | 0.2639 | 70.73 | — | 0.7909 | |
| DAPSNFE=12002026.05 | 19.6 | 0.27 | — | — | — | |
| DPSNFE=20002026.05 | 19.4 | 0.24 | — | — | — | |
| LatentDAPSType=Latent, Run-time (s)=207.4692026.03 | 19.394 | 0.641 | — | — | 0.469 | |
| DAPS + ProxiMAPNFE=12002026.05 | 19.1 | 0.28 | — | — | — | |
| REDDiffNFE=10002026.05 | 18 | 0.29 | — | — | — | |
| PnPFlowNFE=5002026.05 | 17.8 | 0.28 | — | — | — | |
| SITCOMNFE=8002026.05 | 17.8 | 0.34 | — | — | — | |
| GDPSetting=Zero-shot2026.03 | 16.8 | 0.3016 | 84.99 | — | 0.7003 | |
| TAOSetting=Zero-shot2026.03 | 16.77 | 0.3478 | 101.28 | — | 0.6692 | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | 7.98 | — | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | — | — | — | — | 0.82 | |
| DAPSMemory (MB)=4993, Run time (sec)=219, sigma_y=0.052026.03 | — | 0.14 | — | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | — | — | — | — | 0.16 | |
| DPSMemory (MB)=8701, Run time (sec)=360, sigma_y=0.052026.03 | — | 0.88 | — | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | — | — | — | — | 0.77 | |
| G&GMemory (MB)=4991, Run time (sec)=83, sigma_y=0.052026.03 | — | 0.17 | — | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | — | — | — | — | 0.64 | |
| PNP-DMMemory (MB)=4993, Run time (sec)=636, sigma_y=0.052026.03 | — | 0.34 | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | — | — | — | — | 0.72 | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=165, sigma_y=0.052026.03 | — | 0.21 | — | — | — |