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ResearchFormerly WizWand

Motion Deblurring on ImageNet (PSNR, LPIPS, FID, P-FID)

26.9PSNRG&G
20.1421.89523.6525.405Jan 8, 2026Jan 28, 2026Feb 18, 2026Mar 11, 2026Mar 31, 2026Apr 21, 2026May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
G&GMemory (MB)=4991, Run time (sec)=832026.0326.9———
RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.0325.5———
DPIR + Fast ProxiMAPNFE=272026.0525.50.36——
DPIR + ProxiMAPNFE=1602026.0525.40.37——
DPIRNFE=202026.0525.20.36——
DiffPIR + Fast ProxiMAPNFE=272026.0525.20.34——
DiffPIR + ProxiMAPNFE=1602026.0525.10.37——
MCLCBase Method=PSLD2026.0124.940.38799.2193.49
MCLCBase Method=LDPS2026.0124.790.424119.6597.68
DAPSMemory (MB)=4993, Run time (sec)=2192026.0324.7———
DAPS + ProxiMAPNFE=12002026.0524.70.34——
DiffStateGradBase Method=PSLD2026.0124.60.401138.91121.98
SITCOMNFE=8002026.0524.60.35——
PSLDBase Method=PSLD2026.0124.540.407141.67121.41
DAPSNFE=12002026.0524.40.36——
DiffPIRNFE=202026.0524.30.4——
DiffStateGradBase Method=LDPS2026.0124.080.447154.48122.01
REDDiffNFE=10002026.05240.42——
LDPSBase Method=LDPS2026.0123.930.451154.3121.79
PnPFlowNFE=5002026.0523.70.43——
DPSNFE=20002026.0523.70.32——
PNP-DMMemory (MB)=4993, Run time (sec)=6362026.0323.4———
MCLCBase Method=LatentDAPS2026.0123.310.502176.77141.66
DiffStateGradBase Method=LatentDAPS2026.0123.110.5184.03141.35
LatentDAPSBase Method=LatentDAPS2026.0123.060.503183.22142.5
MCLCBase Method=ReSample2026.0122.330.616102.81118.81
DiffStateGradBase Method=ReSample2026.0121.580.633101.84129.92
ReSampleBase Method=ReSample2026.0121.420.589156.25158.9
DPSMemory (MB)=8701, Run time (sec)=3602026.0320.4———
DAPSMemory (MB)=4993, Run time (sec)=219, sigma_y=0.052026.03—0.4——
DPSMemory (MB)=8701, Run time (sec)=360, sigma_y=0.052026.03—0.41——
G&GMemory (MB)=4991, Run time (sec)=83, sigma_y=0.052026.03—0.28——
PNP-DMMemory (MB)=4993, Run time (sec)=636, sigma_y=0.052026.03—0.5——
RED-DIFFMemory (MB)=4995, Run time (sec)=165, sigma_y=0.052026.03—0.35——