3D on Pix3D

Metric: CD (higher is better)

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#	Model↕	CD▼	Augmentations	Paper	Date↕	Code
1	AtlasNet	0.125	No	AtlasNet: A Papier-Mâché Approach to Learning 3D...	2018-02-15	Code
2	MarrNet extension (w/ Pose)	0.119	No	Pix3D: Dataset and Methods for Single-Image 3D S...	2018-04-12	Code
3	TMN	0.0903	No	Deep Mesh Reconstruction from Single RGB Images ...	2019-09-01	Code
4	MGN	0.0836	No	Total3DUnderstanding: Joint Layout, Object Pose ...	2020-02-27	Code
5	IM3D	0.0672	No	Holistic 3D Scene Understanding from a Single Im...	2021-03-11	Code

#1AtlasNetSOTA
0.125
CD· 2018-02-15
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation Code
#2MarrNet extension (w/ Pose)
0.119
CD· 2018-04-12
Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling Code
#3TMN
0.0903
CD· 2019-09-01
Deep Mesh Reconstruction from Single RGB Images via Topology Modification Networks Code
#4MGN
0.0836
CD· 2020-02-27
Total3DUnderstanding: Joint Layout, Object Pose and Mesh Reconstruction for Indoor Scenes from a Single Image Code
#5IM3D
0.0672
CD· 2021-03-11
Holistic 3D Scene Understanding from a Single Image with Implicit Representation Code