Research map / 3D vision / 3D generation
Probabilistic Plant Modeling via Multi-View Image-to-Image Translation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 72 cameras | Geometric error: 1.76 -> 1.69 | Helped |
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 36 cameras | Geometric error: 2.26 -> 1.74 | Helped |
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 12 cameras | Geometric error: 2.40 -> 2.14 | Helped |
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 6 cameras | Geometric error: 14.95 -> 14.53 | Helped |
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 72 cameras | Structure error: 0.8 -> 0.4 | Helped |
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 36 cameras | Structure error: 8.2 -> 1.4 | Helped |
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 12 cameras | Structure error: 13.6 -> 7.4 | Helped |
| Add Bayesian inference to image-to-image translation (ablation) | Plant branch reconstruction · Simulated plants, 6 cameras | Structure error: 88.2 -> 60.2 | Helped |
| Use more camera views | Bayesian image-to-image translation · Simulated plants | Geometric error | Helped |
| Use Bayesian multi-view inference rather than a single image-to-image prediction | Plant branch reconstruction · Real plants | Perceived naturalness | Helped |
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