Bayesian classification (AutoClass): theory and results
Advances in knowledge discovery and data mining
A morphable model for the synthesis of 3D faces
Proceedings of the 26th annual conference on Computer graphics and interactive techniques
The space of human body shapes: reconstruction and parameterization from range scans
ACM SIGGRAPH 2003 Papers
ACM SIGGRAPH 2004 Papers
Image Parsing: Unifying Segmentation, Detection, and Recognition
International Journal of Computer Vision
Hierarchical Part-Based Visual Object Categorization
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
SCAPE: shape completion and animation of people
ACM SIGGRAPH 2005 Papers
Context and Hierarchy in a Probabilistic Image Model
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
SnapPaste: an interactive technique for easy mesh composition
The Visual Computer: International Journal of Computer Graphics
Proceedings of the 2007 symposium on Interactive 3D graphics and games
Style Grammars for Interactive Visualization of Architecture
IEEE Transactions on Visualization and Computer Graphics
Model Composition from Interchangeable Components
PG '07 Proceedings of the 15th Pacific Conference on Computer Graphics and Applications
Upright orientation of man-made objects
ACM SIGGRAPH 2008 papers
Unsupervised Category Modeling, Recognition, and Segmentation in Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Learning the Compositional Nature of Visual Object Categories for Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning 3D mesh segmentation and labeling
ACM SIGGRAPH 2010 papers
A connection between partial symmetry and inverse procedural modeling
ACM SIGGRAPH 2010 papers
Probabilistic Graphical Models: Principles and Techniques - Adaptive Computation and Machine Learning
Data-driven suggestions for creativity support in 3D modeling
ACM SIGGRAPH Asia 2010 papers
Exploration of continuous variability in collections of 3D shapes
ACM SIGGRAPH 2011 papers
Probabilistic reasoning for assembly-based 3D modeling
ACM SIGGRAPH 2011 papers
Photo-inspired model-driven 3D object modeling
ACM SIGGRAPH 2011 papers
Model Synthesis: A General Procedural Modeling Algorithm
IEEE Transactions on Visualization and Computer Graphics
Joint shape segmentation with linear programming
Proceedings of the 2011 SIGGRAPH Asia Conference
Unsupervised co-segmentation of a set of shapes via descriptor-space spectral clustering
Proceedings of the 2011 SIGGRAPH Asia Conference
On deep generative models with applications to recognition
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Exploring Shape Variations by 3D-Model Decomposition and Part-based Recombination
Computer Graphics Forum
Learning a generative model of images by factoring appearance and shape
Neural Computation
A 3D shape benchmark for retrieval and automatic classification of architectural data
EG 3DOR'09 Proceedings of the 2nd Eurographics conference on 3D Object Retrieval
Sketch-based search and composition of 3D models
SBM'08 Proceedings of the Fifth Eurographics conference on Sketch-Based Interfaces and Modeling
Example-based synthesis of 3D object arrangements
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Field-guided registration for feature-conforming shape composition
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Structure recovery by part assembly
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Synthesizing structured doodle hybrids
SIGGRAPH Asia 2012 Posters
Co-hierarchical analysis of shape structures
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Learning part-based templates from large collections of 3D shapes
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Sketch2Scene: sketch-based co-retrieval and co-placement of 3D models
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
One-to-many: example-based mesh animation synthesis
Proceedings of the 12th ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Attribit: content creation with semantic attributes
Proceedings of the 26th annual ACM symposium on User interface software and technology
Fine-grained semi-supervised labeling of large shape collections
ACM Transactions on Graphics (TOG)
SMI 2013: Morphological shape generation through user-controlled group metamorphosis
Computers and Graphics
Structure-aware shape processing
SIGGRAPH Asia 2013 Courses
Automatic 3D garment modeling by continuous style description
SIGGRAPH Asia 2013 Posters
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We present an approach to synthesizing shapes from complex domains, by identifying new plausible combinations of components from existing shapes. Our primary contribution is a new generative model of component-based shape structure. The model represents probabilistic relationships between properties of shape components, and relates them to learned underlying causes of structural variability within the domain. These causes are treated as latent variables, leading to a compact representation that can be effectively learned without supervision from a set of compatibly segmented shapes. We evaluate the model on a number of shape datasets with complex structural variability and demonstrate its application to amplification of shape databases and to interactive shape synthesis.