Research map / Image generation / Autoregressive and latent generation
BachGAN: High-Resolution Image Synthesis From Salient Object Layout
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add background retrieval and fusion to the SPADE-based salient-layout generator | BachGAN versus SPADE · Cityscapes | FID: 86.7 -> 73.3 | Helped |
| Add background retrieval and fusion to the SPADE-based salient-layout generator | BachGAN versus SPADE · ADE20K | Acc: 55.3 -> 66.8 | Helped |
| Add background retrieval and fusion to the SPADE-based salient-layout generator | BachGAN versus SPADE-SEG · Cityscapes | FID: 81.2 -> 73.3 | Helped |
| Use multiple retrieved backgrounds with a fusion module instead of the single-retrieval baseline | BachGAN versus BachGAN-r · Cityscapes | Acc: 67.3 -> 70.4 | Helped |
| Use multiple retrieved backgrounds with a fusion module instead of the single-retrieval baseline | BachGAN versus BachGAN-r · ADE20K | FID: 53.2 -> 49.8 | Helped |
| Increase retrieved segmentation maps from Top-3 to Top-5 (ablation) | BachGAN · Cityscapes | FID: 73.31 -> 72.95 | Helped |
| Increase memory bank size from |B| to 2 × |B| (ablation) | BachGAN · Cityscapes | FID: 73.31 -> 72.50 | Helped |
| Increase memory bank size from |B| to 2 × |B| (ablation) | BachGAN-r · Cityscapes | FID: 74.44 -> 73.95 | Helped |
| Increase memory bank size from 1/2 × |B| to |B| (ablation) | BachGAN · Cityscapes | FID: 74.2 -> 73.3 | Helped |
| Increase memory bank size from 1/2 × |B| to |B| (ablation) | BachGAN · ADE20K | FID: 51.2 -> 49.8 | Helped |
Closest papers by meaning
- Interactive Image Synthesis With Panoptic Layout Generation (CVPR 2022 · similarity 0.88)
- Transformation-Grounded Image Generation Network for Novel 3D View Synthesis (CVPR 2017 · similarity 0.88)
- TextureGAN: Controlling Deep Image Synthesis With Texture Patches (CVPR 2018 · similarity 0.87)
- SketchyCOCO: Image Generation From Freehand Scene Sketches (CVPR 2020 · similarity 0.87)
- Semantic Palette: Guiding Scene Generation With Class Proportions (CVPR 2021 · similarity 0.87)
- Cross-View Image Synthesis Using Conditional GANs (CVPR 2018 · similarity 0.87)
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