SATURN serializes scene graphs into salience-ordered captions, enabling a frozen CLIP encoder and a fine-tuned VAR transformer to generate images from graphs, with reported FID falling from 56.45 to 21.62 on Visual Genome.
Neural discrete representation learning,
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SATURN: Autoregressive Image Generation Guided by Scene Graphs
SATURN serializes scene graphs into salience-ordered captions, enabling a frozen CLIP encoder and a fine-tuned VAR transformer to generate images from graphs, with reported FID falling from 56.45 to 21.62 on Visual Genome.