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ResearchFormerly WizWand

Class Conditional Image Generation on ImageNet 256x256 1k (train val)

2.27FIDDiT-XL/2-G
1.74045.31528.8912.4648Nov 30, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DiT-XL/2-GTotal Images(M)=1792, Total Gflops=2.13 x 10^11, Classifier-free Guidance=true2023.112.274.6278.248357
DIFFUSSM-XL-GTotal Images(M)=660, Total Gflops=1.85 x 10^11, Classifier-free Guidance=true2023.112.284.49259.138656
U-ViT-H/2-GTotal Images(M)=512, Total Gflops=6.81 x 10^10, Classifier-free Guidance=true2023.112.29—247.678748
StyleGAN-XLClassifier-free Guidance=false2023.112.34.02265.127853
ADM-G, ADM-UTotal Images(M)=507, Total Gflops=3.76 x 10^12, Classifier-free Guidance=true2023.113.6—247.678748
LDM-4-GTotal Images(M)=213, Total Gflops=2.22 x 10^10, Classifier-free Guidance=true2023.113.95—178.228155
ADM-GTotal Images(M)=507, Total Gflops=5.68 x 10^11, Classifier-free Guidance=true2023.114.595.25186.78252
CDMClassifier-free Guidance=false2023.114.88—158.71——
MaskGITTotal Images(M)=355, Classifier-free Guidance=false2023.116.18—182.18051
BigGAN-deepClassifier-free Guidance=false2023.116.957.36171.48728
ADM-UTotal Images(M)=507, Total Gflops=3.76 x 10^11, Classifier-free Guidance=false2023.117.495.13127.497263
LDM-8-GTotal Images(M)=307, Total Gflops=1.75 x 10^10, Classifier-free Guidance=true2023.117.76—209.528435
DIFFUSSM-XLTotal Images(M)=660, Total Gflops=1.85 x 10^11, Classifier-free Guidance=false2023.119.075.52118.326964
DiT-XL/2Total Images(M)=1792, Total Gflops=2.13 x 10^11, Classifier-free Guidance=false2023.119.626.85121.56767
LDM-4Total Images(M)=213, Total Gflops=2.22 x 10^10, Classifier-free Guidance=false2023.1110.56—103.497162
ADMTotal Images(M)=507, Total Gflops=5.68 x 10^12, Classifier-free Guidance=false2023.1110.946.02100.986963
LDM-8Total Images(M)=307, Total Gflops=1.75 x 10^10, Classifier-free Guidance=false2023.1115.51—79.036563