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Phase Retrieval on ImageNet

22.41PSNRDAPS
8.0850411.8040215.52319.24198Mar 2, 2026Mar 13, 2026Mar 25, 2026Apr 6, 2026Apr 18, 2026Apr 30, 2026May 12, 2026

Evaluation results

MethodLinks
DAPSN=4, runtime=matched wall-clock2026.0522.4159.30.325
DAPSType=Pixel, Run-time (s)=320.9262026.0322.35451.90.402
A-TGDruntime=matched wall-clock, particles=starts with four, prunes to one2026.0522.1861.70.326
FAST-DIPSType=Pixel, Run-time (s)=16.6292026.0319.738490.479
DAPSN=1, runtime=matched wall-clock2026.0519.4249.90.413
Latent FAST-DIPSType=Latent, Run-time (s)=85.5202026.0318.87444.10.507
SITCOMType=Pixel, Run-time (s)=99.1032026.0318.70439.30.519
Ours-tweedie2026.0317.77440.471
DAPS + ProxiMAPNFE=12002026.0517.1—0.49
LatentDAPSType=Latent, Run-time (s)=202.4262026.0317.06744.60.624
ReSampleType=Latent, Run-time (s)=354.4302026.0316.913320.608
DAPS2026.0316.44439.50.512
Ours-ode2026.0316.01333.90.539
DAPSNFE=12002026.0515.5—0.53
PnPFlowNFE=5002026.0515.2—0.54
REDDiffNFE=10002026.0514.8—0.6
DAPSMemory (MB)=4993, Run time (sec)=2192026.0314.6——
SITCOMNFE=8002026.0514.6—0.55
RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.0314.2——
HRDISType=Pixel, Run-time (s)=29.9152026.0314.01919.50.722
DPSNFE=20002026.0513.5—0.59
PNP-DMMemory (MB)=4993, Run time (sec)=6362026.0313——
RED-diff2026.0312.85220.40.695
G&GMemory (MB)=4991, Run time (sec)=832026.0312.6——
DPSruntime=matched wall-clock2026.0512.5823.20.601
DCDP2026.0312.25721.20.665
DPSMemory (MB)=8701, Run time (sec)=3602026.0311.9——
DPS2026.039.43421.60.768
PMC2026.038.63612.90.89
DAPSMemory (MB)=4993, Run time (sec)=2192026.03—36—
DAPSMemory (MB)=4993, Run time (sec)=219, sigma_y=0.052026.03——0.6
DPSMemory (MB)=8701, Run time (sec)=3602026.03—20—
DPSMemory (MB)=8701, Run time (sec)=360, sigma_y=0.052026.03——0.67
G&GMemory (MB)=4991, Run time (sec)=832026.03—25—
G&GMemory (MB)=4991, Run time (sec)=83, sigma_y=0.052026.03——0.65
PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03—33—
PNP-DMMemory (MB)=4993, Run time (sec)=636, sigma_y=0.052026.03——0.73
RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03—23—
RED-DIFFMemory (MB)=4995, Run time (sec)=165, sigma_y=0.052026.03——0.64