publication . Preprint . 2015

ShapeNet: An Information-Rich 3D Model Repository

Chang, Angel X.; Funkhouser, Thomas; Guibas, Leonidas; Hanrahan, Pat; Huang, Qixing; Li, Zimo; Savarese, Silvio; Savva, Manolis; Song, Shuran; Su, Hao; ...
Open Access English
  • Published: 09 Dec 2015
Abstract
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 resea...
Subjects
free text keywords: Computer Science - Graphics, Computer Science - Artificial Intelligence, Computer Science - Computational Geometry, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Robotics
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37 references, page 1 of 3

[1] Helen M Berman, John Westbrook, Zukang Feng, Gary Gilliland, TN Bhat, Helge Weissig, Ilya N Shindyalov, and Philip E Bourne. The protein data bank. Nucleic Acids Res, 28:235-242, 2000. 2

[2] Xiaobai Chen, Aleksey Golovinskiy, and Thomas Funkhouser. A benchmark for 3D mesh segmentation. ACM TOG, 28(3):73:1-73:12, July 2009. 2 [OpenAIRE]

[3] Xiaobai Chen, Abulhair Saparov, Bill Pang, and Thomas Funkhouser. Schelling points on 3D surface meshes. ACM TOG, August 2012. 2

[4] Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei. ImageNet: A large-scale hierarchical image database. In CVPR, 2009. 1, 2, 4

[5] Bianca Falcidieno. Aim@shape. http://www. aimatshape.net/ontologies/shapes/, 2005. 2

[6] Matthew Fisher, Daniel Ritchie, Manolis Savva, Thomas Funkhouser, and Pat Hanrahan. Example-based synthesis of 3D object arrangements. ACM TOG, 31(6):135, 2012. 1

[7] Paul-Louis George. Gamma. http://www.rocq. inria.fr/gamma/download/download.php, 2007. 2

[8] Qixing Huang, Hao Su, and Leonidas Guibas. Fine-grained semi-supervised labeling of large shape collections. ACM TOG, 32:190:1-190:10, 2013. 4, 11

[9] Subramaniam Jayanti, Yagnanarayanan Kalyanaraman, Natraj Iyer, and Karthik Ramani. Developing an engineering shape benchmark for CAD models. Computer-Aided Design, 2006. 3 [OpenAIRE]

[10] Evangelos Kalogerakis, Siddhartha Chaudhuri, Daphne Koller, and Vladlen Koltun. A probabilistic model for component-based shape synthesis. ACM TOG, 31:55, 2012. 1

[11] Vladimir Kim, Yaron Lipman, Xiaobai Chen, and Thomas Funkhouser. Mobius transformations for global intrinsic symmetry analysis. Symposium on Geometry Processing, July 2010. 2

[12] Vladimir G. Kim, Wilmot Li, Niloy J. Mitra, Siddhartha Chaudhuri, Stephen DiVerdi, and Thomas Funkhouser. Learning part-based templates from large collections of 3D shapes. ACM TOG, 32(4):70:1-70:12, July 2013. 2 [OpenAIRE]

[13] Vladimir G. Kim, Wilmot Li, Niloy J. Mitra, Stephen DiVerdi, and Thomas Funkhouser. Exploring collections of 3D models using fuzzy correspondences. ACM TOG, 31(4):54:1-54:11, July 2012. 2, 4 [OpenAIRE]

[14] Jonathan Krause, Michael Stark, Jia Deng, and Li Fei-Fei. 3D object representations for fine-grained categorization. In 4th International IEEE Workshop on 3D Representation and Recognition (3dRR-13), Sydney, Australia, 2013. 2

[15] Roman A Laskowski, E Gail Hutchinson, Alex D Michie, Andrew C Wallace, Martin L Jones, and Janet M Thornton. PDBsum: A web-based database of summaries and analyses of all PDB structures. Trends Biochem. Sci., 22:488-490, 1997. 2 [OpenAIRE]

37 references, page 1 of 3
Abstract
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 resea...
Subjects
free text keywords: Computer Science - Graphics, Computer Science - Artificial Intelligence, Computer Science - Computational Geometry, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Robotics
Download from
37 references, page 1 of 3

[1] Helen M Berman, John Westbrook, Zukang Feng, Gary Gilliland, TN Bhat, Helge Weissig, Ilya N Shindyalov, and Philip E Bourne. The protein data bank. Nucleic Acids Res, 28:235-242, 2000. 2

[2] Xiaobai Chen, Aleksey Golovinskiy, and Thomas Funkhouser. A benchmark for 3D mesh segmentation. ACM TOG, 28(3):73:1-73:12, July 2009. 2 [OpenAIRE]

[3] Xiaobai Chen, Abulhair Saparov, Bill Pang, and Thomas Funkhouser. Schelling points on 3D surface meshes. ACM TOG, August 2012. 2

[4] Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei. ImageNet: A large-scale hierarchical image database. In CVPR, 2009. 1, 2, 4

[5] Bianca Falcidieno. Aim@shape. http://www. aimatshape.net/ontologies/shapes/, 2005. 2

[6] Matthew Fisher, Daniel Ritchie, Manolis Savva, Thomas Funkhouser, and Pat Hanrahan. Example-based synthesis of 3D object arrangements. ACM TOG, 31(6):135, 2012. 1

[7] Paul-Louis George. Gamma. http://www.rocq. inria.fr/gamma/download/download.php, 2007. 2

[8] Qixing Huang, Hao Su, and Leonidas Guibas. Fine-grained semi-supervised labeling of large shape collections. ACM TOG, 32:190:1-190:10, 2013. 4, 11

[9] Subramaniam Jayanti, Yagnanarayanan Kalyanaraman, Natraj Iyer, and Karthik Ramani. Developing an engineering shape benchmark for CAD models. Computer-Aided Design, 2006. 3 [OpenAIRE]

[10] Evangelos Kalogerakis, Siddhartha Chaudhuri, Daphne Koller, and Vladlen Koltun. A probabilistic model for component-based shape synthesis. ACM TOG, 31:55, 2012. 1

[11] Vladimir Kim, Yaron Lipman, Xiaobai Chen, and Thomas Funkhouser. Mobius transformations for global intrinsic symmetry analysis. Symposium on Geometry Processing, July 2010. 2

[12] Vladimir G. Kim, Wilmot Li, Niloy J. Mitra, Siddhartha Chaudhuri, Stephen DiVerdi, and Thomas Funkhouser. Learning part-based templates from large collections of 3D shapes. ACM TOG, 32(4):70:1-70:12, July 2013. 2 [OpenAIRE]

[13] Vladimir G. Kim, Wilmot Li, Niloy J. Mitra, Stephen DiVerdi, and Thomas Funkhouser. Exploring collections of 3D models using fuzzy correspondences. ACM TOG, 31(4):54:1-54:11, July 2012. 2, 4 [OpenAIRE]

[14] Jonathan Krause, Michael Stark, Jia Deng, and Li Fei-Fei. 3D object representations for fine-grained categorization. In 4th International IEEE Workshop on 3D Representation and Recognition (3dRR-13), Sydney, Australia, 2013. 2

[15] Roman A Laskowski, E Gail Hutchinson, Alex D Michie, Andrew C Wallace, Martin L Jones, and Janet M Thornton. PDBsum: A web-based database of summaries and analyses of all PDB structures. Trends Biochem. Sci., 22:488-490, 1997. 2 [OpenAIRE]

37 references, page 1 of 3
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