High-Resolution Image Synthesis with Latent Diffusion Models

Benchmark Model Rank Results
image-generation-on-celeba-hq-256x256LDM-4#3FID: 5.11
image-generation-on-imagenet-512x512Latent Diffusion (LDM-4-G)#41FID: 3.60Inception score: 247.67
image-reconstruction-on-ultra-high-resolutionSD-VAE (16x16)#1rFID: 1.07PSNR: 26.86
layout-to-image-generation-on-coco-stuff-4LDM-4 (200steps)#2FID: 40.96
layout-to-image-generation-on-coco-stuff-4LDM-8 (100steps)#3FID: 42.06
layout-to-image-generation-on-layoutbenchLDM#2AP: 9.9
text-to-image-generation-on-cocoLatent Diffusion (LDM-KL-8-G)#29FID: 12.63
text-to-image-generation-on-conceptualLDM-4#2FID: 17.01
text-to-image-generation-on-drawbenchStable Diffusion 1.5#8Aesthetics (Laion Aesthtetics Predictor): 5.4292