3D Shape Reconstruction On Pix3D
Metrics
CD
EMD
IoU
Results
Performance results of various models on this benchmark
Model Name | CD | EMD | IoU | Paper Title | Repository |
|---|---|---|---|---|---|
| AtlasNet | 0.125 | 0.128 | N/A | AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation | |
| MGN | 0.0836 | N/A | N/A | Total3DUnderstanding: Joint Layout, Object Pose and Mesh Reconstruction for Indoor Scenes from a Single Image | |
| TMN | 0.0903 | N/A | N/A | Deep Mesh Reconstruction from Single RGB Images via Topology Modification Networks | |
| IM3D | 0.0672 | N/A | N/A | Holistic 3D Scene Understanding from a Single Image with Implicit Representation | |
| MarrNet extension (w/ Pose) | 0.119 | 0.118 | 0.282 | Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling |
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