Research map / Image generation / Autoregressive and latent generation
Local Attention Pyramid for Scene Image Generation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Local Attention Pyramid (LAP) to StyleGAN | StyleGAN · COCO-stuff | FID: 31.6 -> 30.7 | Helped |
| Add Local Attention Pyramid (LAP) to MSG-StyleGAN | MSG-StyleGAN · COCO-stuff | FSD: 655.8 -> 563.1 | Helped |
| Add Local Attention Pyramid (LAP) to StyleGAN | StyleGAN · LSUN Bedroom | FID: 4.2 -> 3.4 | Helped |
| Add Local Attention Pyramid (LAP) to StyleGAN | StyleGAN · LSUN Bedroom | FSD: 38.4 -> 34.5 | Helped |
| Add Local Attention Pyramid (LAP) to MSG-DCGAN | MSG-DCGAN · LSUN Combined | FID: 81.4 -> 46.6 | Helped |
| Add channel-separated transformation and spatial attention (ablation) | StyleGAN · LSUN Bedroom | FID: 6.5 -> 5.3 | Helped |
| Add local attention pyramid to the channel-separated transformation model (ablation) | StyleGAN with Sec. 4.1 · LSUN Bedroom | FID: 5.3 -> 4.9 | Helped |
| Remove depthwise convolution layers and use single-channel spatial attention (ablation) | StyleGAN with channel-separated transformation and spatial attention · LSUN Bedroom | FID: 5.3 -> 8.3 | Hurt |
Closest papers by meaning
- Local Class-Specific and Global Image-Level Generative Adversarial Networks for Semantic-Guided Scene Generation (CVPR 2020 · similarity 0.87)
- Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models (CVPR 2020 · similarity 0.87)
- Semantic Pyramid for Image Generation (CVPR 2020 · similarity 0.86)
- Object-Centric Image Generation from Layouts (AAAI 2021 · similarity 0.85)
- Exploiting Relationship for Complex-scene Image Generation (AAAI 2021 · similarity 0.85)
- Adversarially Tuned Scene Generation (CVPR 2017 · similarity 0.85)
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