Research map / Image generation / Autoregressive and latent generation
Fast Texture Synthesis via Pseudo Optimizer
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use PO (ProPO) instead of MultiTexture | fast texture synthesis · Floral | texture loss: 719.8 -> 645.9 | Helped |
| Use PO (ProPO) instead of WCT | fast texture synthesis · Floral | texture loss: 2042.5 -> 645.9 | Helped |
| Use PO (ProPO) instead of Gatys et al. | texture synthesis · Floral | texture loss: 90.1 -> 645.9 | Hurt |
| Use PO (ProPO) instead of MultiTexture | fast texture synthesis · DTD | texture loss: 6639.0 -> 4672.5 | Helped |
| Use PO (ProPO) instead of WCT | fast texture synthesis · DTD | texture loss: 6673.2 -> 4672.5 | Helped |
| Use PO (ProPO) instead of MultiTexture | fast texture synthesis · Floral | diversity loss: 385.9 -> 397.1 | Helped |
| Use PO (ProPO) instead of WCT | fast texture synthesis · Floral | diversity loss: 309.3 -> 397.1 | Helped |
| Use PO (ProPO) instead of Gatys et al. | texture synthesis · Floral | diversity loss: 433.2 -> 397.1 | Hurt |
| Add progressive multi-stage refinement rather than using a single-stage AdaPO model (ablation) | PO texture synthesis · Floral | texture loss | Helped |
| Add progressive multi-stage refinement rather than using a single-stage AdaPO model (ablation) | PO texture synthesis · Floral | diversity | Helped |
Closest papers by meaning
- Diversified Texture Synthesis With Feed-Forward Networks (CVPR 2017 · similarity 0.93)
- Texture Networks: Feed-forward Synthesis of Textures and Stylized Images (ICML 2016 · similarity 0.90)
- TextureGAN: Controlling Deep Image Synthesis With Texture Patches (CVPR 2018 · similarity 0.90)
- Paint-it: Text-to-Texture Synthesis via Deep Convolutional Texture Map Optimization and Physically-Based Rendering (CVPR 2024 · similarity 0.85)
- TextureDreamer: Image-Guided Texture Synthesis Through Geometry-Aware Diffusion (CVPR 2024 · similarity 0.84)
- Generating Non-Stationary Textures using Self-Rectification (CVPR 2024 · similarity 0.83)
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