TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Point Cloud Completion	Completion3D	AtlasNet	Chamfer Distance	17.77	# 3
3D Shape Reconstruction	Pix3D	AtlasNet	CD	0.125	# 1
3D Shape Reconstruction	Pix3D	AtlasNet	EMD	0.128	# 1
3D Shape Reconstruction	Pix3D	AtlasNet	TIoU	N/A	# 2

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AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation

15 Feb 2018 • Thibault Groueix • Matthew Fisher • Vladimir G. Kim • Bryan C. Russell • Mathieu Aubry

We introduce a method for learning to generate the surface of 3D shapes. Our approach represents a 3D shape as a collection of parametric surface elements and, in contrast to methods generating voxel grids or point clouds, naturally infers a surface representation of the shape... (read more)

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3D SURFACE GENERATION

POINT CLOUD COMPLETION

SUPER-RESOLUTION

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Ranked #1 on 3D Shape Reconstruction on Pix3D

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Point Cloud Completion	Completion3D	AtlasNet	Chamfer Distance	17.77	# 3	Compare
3D Shape Reconstruction	Pix3D	AtlasNet	CD	0.125	# 1	Compare
			EMD	0.128	# 1	Compare
			TIoU	N/A	# 2	Compare

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AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation

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