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Image Generation on LSUN Bedrooms 256x256 (val)

1.9FIDADM
-0.352414.851330.05545.2587Dec 20, 2021Sep 4, 2022May 20, 2023Feb 2, 2024Oct 17, 2024Jul 2, 2025Mar 18, 2026

Evaluation results

MethodLinks
ADMSampling Steps=1000, Generator Compute (V100 days)=232, Overall Compute (V100 days)=232, Inference Throughput (samples/sec)=0.03, Nparams=552M2021.121.96651
LDM-4Sampling Steps=200, Training Iterations=1.9M, Generator Compute (V100 days)=60, Overall Compute (V100 days)=55, Inference Throughput (samples/sec)=1.07, Nparams=274M2021.122.956648
INDISNFE=72026.033.81——
LD3NFE=72026.034.31——
best heu.NFE=72026.034.39——
INDISNFE=52026.034.99——
DMNNFE=72026.035.16——
LD3NFE=52026.035.93——
DMNNFE=52026.036.15——
best heu.NFE=52026.036.38——
AMEDNFE=72026.037——
GITSNFE=72026.039.59——
INDISNFE=32026.0312.44——
AMEDNFE=52026.0313.2——
LD3NFE=32026.0314.62——
GITSNFE=52026.0317.29——
DMNNFE=32026.0328.11——
best heu.NFE=32026.0341.99——
GITSNFE=32026.0344.78——
AMEDNFE=32026.0358.21——