TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
3D Shape Classification	Pix3D	MarrNet extension (w/o Pose)	R@1	0.53	# 1
3D Shape Classification	Pix3D	MarrNet extension (w/o Pose)	R@16	0.85	# 1
3D Shape Classification	Pix3D	MarrNet extension (w/o Pose)	R@2	0.62	# 1
3D Shape Classification	Pix3D	MarrNet extension (w/o Pose)	R@32	0.90	# 1
3D Shape Classification	Pix3D	MarrNet extension (w/o Pose)	R@4	0.71	# 1
3D Shape Classification	Pix3D	MarrNet extension (w/o Pose)	R@8	0.78	# 1
3D Shape Reconstruction	Pix3D	MarrNet extension (w/ Pose)	CD	0.119	# 2
3D Shape Reconstruction	Pix3D	MarrNet extension (w/ Pose)	EMD	0.118	# 2
3D Shape Reconstruction	Pix3D	MarrNet extension (w/ Pose)	TIoU	0.282	# 1

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Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling

CVPR 2018 • Xingyuan Sun • Jiajun Wu • Xiuming Zhang • Zhoutong Zhang • Chengkai Zhang • Tianfan Xue • Joshua B. Tenenbaum • William T. Freeman

We study 3D shape modeling from a single image and make contributions to it in three aspects. First, we present Pix3D, a large-scale benchmark of diverse image-shape pairs with pixel-level 2D-3D alignment... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract

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xingyuansun/pix3d

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3D RECONSTRUCTION

3D SHAPE MODELING

3D SHAPE RECONSTRUCTION

MULTI-TASK LEARNING

POSE ESTIMATION

VIEWPOINT ESTIMATION

Datasets

Introduced in the Paper:

Pix3D

Mentioned in the Paper:

KITTI

ShapeNet

ScanNet

SUN RGB-D

PASCAL3D+

Chairs

3D Chairs

FAUST

A Large Dataset of Object Scans

T-LESS

Results from the Paper

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Ranked #1 on 3D Shape Classification on Pix3D

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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
3D Shape Classification	Pix3D	MarrNet extension (w/o Pose)	R@1	0.53	# 1	Compare
			R@16	0.85	# 1	Compare
			R@2	0.62	# 1	Compare
			R@32	0.90	# 1	Compare
			R@4	0.71	# 1	Compare
			R@8	0.78	# 1	Compare
3D Shape Reconstruction	Pix3D	MarrNet extension (w/ Pose)	CD	0.119	# 2	Compare
			EMD	0.118	# 2	Compare
			TIoU	0.282	# 1	Compare

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Pix3D: Dataset and Methods for Single-Image 3D Shape Modeling

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