Research map / Image generation / Autoregressive and latent generation
Spherical Image Generation from a Single Image by Considering Scene Symmetry
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use the symmetry-conditioned generation setting instead of 360IC | Spherical image generation · SUN360 test | FID: 27.5 -> 24.4 | Helped |
| Use symmetry-conditioned reconstruction instead of 360IC | Spherical image generation · SUN360 test | L1: 0.170 -> 0.138 | Helped |
| Use symmetry-conditioned reconstruction instead of 360IC | Spherical image generation · SUN360 test | PSNR: 12.6 -> 14.3 | Helped |
| Add the global discriminator (ablation) | Ours (gen.) · SUN360 test | FID: 27.6 -> 24.4 | Helped |
| Add the global discriminator (ablation) | Ours (gen.) · SUN360 test | L1: 0.171 -> 0.172 | No clear effect |
| Add the global discriminator (ablation) | Ours (gen.) · SUN360 test | PSNR: 12.4 -> 12.4 | No clear effect |
| Add the global discriminator (ablation) | Ours (rec.) · SUN360 test | FID: 46.8 -> 28.1 | Helped |
| Add the global discriminator (ablation) | Ours (rec.) · SUN360 test | L1: 0.135 -> 0.138 | Hurt |
| Add the global discriminator (ablation) | Ours (rec.) · SUN360 test | PSNR: 14.6 -> 14.3 | Hurt |
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