2015

ShapeNet: An Information-Rich 3D Model Repository

Chang, Angel X., Funkhouser, Thomas, Guibas, Leonidas et al.

Understand

We present ShapeNet: a richly-annotated, large-scale repository of shapes represented by 3D CAD models of objects.

ShapeNet contains 3D models from a multitude of semantic categories and organizes them under the WordNet taxonomy.
It is a collection of datasets providing many semantic annotations for each 3D model such as consistent rigid alignments, parts and bilateral symmetry planes, physical sizes, keywords, as well as other planned annotations.
Annotations are made available through a public web-based interface to enable data visualization of object attributes, promote data-driven geometric analysis, and provide a large-scale quantitative benchmark for research in computer graphics and vision.

Built on

Building a large annotated corpus of english: The Penn Treebank
Mitchell P Marcus, Mary Ann Marcinkiewicz, and Beatrice Santorini · 1993
Earlier work this paper cites.
WordNet: a lexical database for English
George A. Miller · 1995
Earlier work this paper cites.
PDBsum: A web-based database of summaries and analyses of all PDB structures
Roman A Laskowski, E Gail Hutchinson, Alex D Michie, Andrew C Wallace, Martin L Jones, and Janet M Thornton · 1997
Earlier work this paper cites.
The protein data bank
Helen M Berman, John Westbrook, Zukang Feng, Gary Gilliland, TN Bhat, Helge Weissig, Ilya N Shindyalov, and Philip E Bourne · 2000
Earlier work this paper cites.
Simplification and repair of polygonal models using volumetric techniques
Fakir S. Nooruddin and Greg Turk · 2003
Earlier work this paper cites.
The Princeton shape benchmark
Philip Shilane, Patrick Min, Michael Kazhdan, and Thomas Funkhouser · 2004
Earlier work this paper cites.
3D model retrieval
Dejan V Vranić · 2004
Earlier work this paper cites.
Aim@shape
Bianca Falcidieno · 2005
Earlier work this paper cites.
Retrieving articulated 3-D models using medial surfaces and their graph spectra
Juan Zhang, Kaleem Siddiqi, Diego Macrini, Ali Shokoufandeh, and Sven Dickinson · 2005
Earlier work this paper cites.
Developing an engineering shape benchmark for CAD models
Subramaniam Jayanti, Yagnanarayanan Kalyanaraman, Natraj Iyer, and Karthik Ramani · 2006
Earlier work this paper cites.
SHREC 2007 3D shape retrieval contest
Remco C. Veltkamp and FB ter Harr · 2007
Earlier work this paper cites.
A benchmark for 3D mesh segmentation
Xiaobai Chen, Aleksey Golovinskiy, and Thomas Funkhouser · 2009
Earlier work this paper cites.

Similar

ImageNet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei · 2009
Cited alongside, same era.
Building a database of 3D scenes from user annotations
Bryan C Russell and Antonio Torralba · 2009
Cited alongside, same era.
A 3D shape benchmark for retrieval and automatic classification of architectural data
Raoul Wessel, Ina Blümel, and Reinhard Klein · 2009
Cited alongside, same era.
Mobius transformations for global intrinsic symmetry analysis
Vladimir Kim, Yaron Lipman, Xiaobai Chen, and Thomas Funkhouser · 2010
Cited alongside, same era.
Multi-view object class detection with a 3D geometric model
Joerg Liebelt and Cordelia Schmid · 2010
Cited alongside, same era.
LabelMe: Online image annotation and applications
Antonio Torralba, Bryan C Russell, and Jenny Yuen · 2010
Cited alongside, same era.
Schelling points on 3D surface meshes
Xiaobai Chen, Abulhair Saparov, Bill Pang, and Thomas Funkhouser · 2012
Cited alongside, same era.
Example-based synthesis of 3D object arrangements
Matthew Fisher, Daniel Ritchie, Manolis Savva, Thomas Funkhouser, and Pat Hanrahan · 2012
Cited alongside, same era.
A probabilistic model for component-based shape synthesis
Evangelos Kalogerakis, Siddhartha Chaudhuri, Daphne Koller, and Vladlen Koltun · 2012
Cited alongside, same era.
Exploring collections of 3D models using fuzzy correspondences
Vladimir G. Kim, Wilmot Li, Niloy J. Mitra, Stephen DiVerdi, and Thomas Funkhouser · 2012
Cited alongside, same era.
SHREC’12 track: generic 3D shape retrieval
Bo Li, Afzal Godil, Masaki Aono, X Bai, Takahiko Furuya, L Li, R López-Sastre, Henry Johan, Ryutarou Ohbuchi, Carolina Redondo-Cabrera, et al · 2012
Cited alongside, same era.
A large-scale shape benchmark for 3D object retrieval: Toyohashi shape benchmark
Atsushi Tatsuma, Hitoshi Koyanagi, and Masaki Aono · 2012
Cited alongside, same era.

Then

Fine-grained semi-supervised labeling of large shape collections
Qixing Huang, Hao Su, and Leonidas Guibas · 2013
Later among the works it cites.
Learning part-based templates from large collections of 3D shapes
Vladimir G. Kim, Wilmot Li, Niloy J. Mitra, Siddhartha Chaudhuri, Stephen DiVerdi, and Thomas Funkhouser · 2013
Later among the works it cites.
3D object representations for fine-grained categorization
Jonathan Krause, Michael Stark, Jia Deng, and Li Fei-Fei · 2013
Later among the works it cites.
Symmetry in 3D geometry: Extraction and applications
Niloy J Mitra, Mark Pauly, Michael Wand, and Duygu Ceylan · 2013
Later among the works it cites.
SUN3D: A database of big spaces reconstructed using SfM and object labels
Jianxiong Xiao, Andrew Owens, and Antonio Torralba · 2013
Later among the works it cites.
SHREC’14 track: Large scale comprehensive 3D shape retrieval
Bo Li, Yijuan Lu, Chunyuan Li, Afzal Godil, Tobias Schreck, Masaki Aono, Qiang Chen, Nihad Karim Chowdhury, Bin Fang, Takahiko Furuya, et al · 2014
Later among the works it cites.
Creating consistent scene graphs using a probabilistic grammar
Tianqiang Liu, Siddhartha Chaudhuri, Vladimir G. Kim, Qi-Xing Huang, Niloy J. Mitra, and Thomas Funkhouser · 2014
Later among the works it cites.
On being the right scale: Sizing large collections of 3D models
Manolis Savva, Angel X. Chang, Gilbert Bernstein, Christopher D. Manning, and Pat Hanrahan · 2014
Later among the works it cites.
Sliding shapes for 3D object detection in depth images
Shuran Song and Jianxiong Xiao · 2014
Later among the works it cites.
Beyond PASCAL: A benchmark for 3D object detection in the wild
Yu Xiang, Roozbeh Mottaghi, and Silvio Savarese · 2014
Later among the works it cites.
Semantically-Enriched 3D Models for Common-sense Knowledge
Manolis Savva, Angel X. Chang, and Pat Hanrahan · 2015
Closest in time.
3D ShapeNets: A Deep Representation for Volumetric Shapes
Zhirong Wu, Shuran Song, Aditya Khosla, Fisher Yu, Linguang Zhang, Xiaoou Tang, and Jianxiong Xiao · 2015
Closest in time.

Beyond the bibliography

alphaXiv searches the wider corpus for related work and actual follow-ups.

Open on alphaXiv

alphaXiv is searching for related work…

Reading the bibliography…