Research map / Image generation / Autoregressive and latent generation
LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a wireframe rendering discriminator instead of a relation-based discriminator (ablation) | LayoutGAN · MNIST | inception score: 6.53 ± .09 -> 7.36 ± .07 | Helped |
| Use a wireframe rendering discriminator instead of a relation-based discriminator (ablation) | LayoutGAN · Document layouts | overlap index (%): 1.52 -> 1.17 | Helped |
| Use a wireframe rendering discriminator instead of a relation-based discriminator (ablation) | LayoutGAN · Document layouts | alignment index (%): 6.4 -> 3.4 | Helped |
| Use a wireframe rendering discriminator instead of a relation-based discriminator (ablation) | LayoutGAN · Clipart abstract scenes | excellent ratings (%): 17.2 -> 37.3 | Helped |
| Use a wireframe rendering discriminator instead of a relation-based discriminator (ablation) | LayoutGAN · Clipart abstract scenes | poor ratings (%): 32.5 -> 14.7 | Helped |
Closest papers by meaning
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- Spot the Error: Non-autoregressive Graphic Layout Generation with Wireframe Locator (AAAI 2024 · similarity 0.85)
- Disentangled 3D Scene Generation with Layout Learning (ICML 2024 · similarity 0.85)
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