Using Spin Images for Efficient Object Recognition in Cluttered 3D Scenes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
Topology matching for fully automatic similarity estimation of 3D shapes
Proceedings of the 28th annual conference on Computer graphics and interactive techniques
Fast Approximate Energy Minimization via Graph Cuts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Partitioning 3D Surface Meshes Using Watershed Segmentation
IEEE Transactions on Visualization and Computer Graphics
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Hierarchical mesh decomposition using fuzzy clustering and cuts
ACM SIGGRAPH 2003 Papers
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Segmentation of 3D Meshes through Spectral Clustering
PG '04 Proceedings of the Computer Graphics and Applications, 12th Pacific Conference
Feature-based surface parameterization and texture mapping
ACM Transactions on Graphics (TOG)
Image Parsing: Unifying Segmentation, Detection, and Recognition
International Journal of Computer Vision
Discriminative Learning of Markov Random Fields for Segmentation of 3D Scan Data
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Salient geometric features for partial shape matching and similarity
ACM Transactions on Graphics (TOG)
Hierarchical mesh segmentation based on fitting primitives
The Visual Computer: International Journal of Computer Graphics
Mesh Segmentation - A Comparative Study
SMI '06 Proceedings of the IEEE International Conference on Shape Modeling and Applications 2006
Sharing Visual Features for Multiclass and Multiview Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Teddy: a sketching interface for 3D freeform design
ACM SIGGRAPH 2007 courses
Folding meshes: hierarchical mesh segmentation based on planar symmetry
SGP '06 Proceedings of the fourth Eurographics symposium on Geometry processing
Conditional Random Field for 3D Point Clouds with Adaptive Data Reduction
CW '07 Proceedings of the 2007 International Conference on Cyberworlds
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
Surface matching using consistent pants decomposition
Proceedings of the 2008 ACM symposium on Solid and physical modeling
Fast mesh segmentation using random walks
Proceedings of the 2008 ACM symposium on Solid and physical modeling
Randomized cuts for 3D mesh analysis
ACM SIGGRAPH Asia 2008 papers
International Journal of Computer Vision
A benchmark for 3D mesh segmentation
ACM SIGGRAPH 2009 papers
Contextual Part Analogies in 3D Objects
International Journal of Computer Vision
Multiscale conditional random fields for image labeling
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Inducing semantic segmentation from an example
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
Visual Salience-Guided Mesh Decomposition
IEEE Transactions on Multimedia
Markov random fields for improving 3D mesh analysis and segmentation
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Data-driven suggestions for creativity support in 3D modeling
ACM SIGGRAPH Asia 2010 papers
Style-content separation by anisotropic part scales
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
Semantic 3D Media and Content: Semantics and 3D media: Current issues and perspectives
Computers and 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
Slices: a shape-proxy based on planar sections
Proceedings of the 2011 SIGGRAPH Asia Conference
Learning hatching for pen-and-ink illustration of surfaces
ACM Transactions on Graphics (TOG)
A 3D shape segmentation approach for robot grasping by parts
Robotics and Autonomous Systems
Variational mesh decomposition
ACM Transactions on Graphics (TOG)
Group-Valued regularization framework for motion segmentation of dynamic non-rigid shapes
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Schelling points on 3D surface meshes
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Functional maps: a flexible representation of maps between shapes
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Exploring collections of 3D models using fuzzy correspondences
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
A probabilistic model for component-based shape synthesis
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Micro perceptual human computation for visual tasks
ACM Transactions on Graphics (TOG)
Exploring Shape Variations by 3D-Model Decomposition and Part-based Recombination
Computer Graphics Forum
Minimizing Energies with Hierarchical Costs
International Journal of Computer Vision
Co-Segmentation of 3D Shapes via Subspace Clustering
Computer Graphics Forum
Material memex: automatic material suggestions for 3D objects
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Active co-analysis of a set of shapes
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
An optimization approach for extracting and encoding consistent maps in a shape collection
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
Unsupervised co-segmentation for 3D shapes using iterative multi-label optimization
Computer-Aided Design
Semi-supervised Mesh Segmentation and Labeling
Computer Graphics Forum
Evolutionary 3d-shape segmentation using satellite seeds
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Automated segmentation of cerebral aneurysms based on conditional random field and gentle adaboost
MeshMed'12 Proceedings of the 2012 international conference on Mesh Processing in Medical Image Analysis
Technical Section: Interactive example-based hatching
Computers and Graphics
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
Graspable parts recognition in man-made 3d shapes
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Attribit: content creation with semantic attributes
Proceedings of the 26th annual ACM symposium on User interface software and technology
Co-segmentation of 3D shapes via multi-view spectral clustering
The Visual Computer: International Journal of Computer Graphics
Projective analysis for 3D shape segmentation
ACM Transactions on Graphics (TOG)
SMI 2013: New evaluation metrics for mesh segmentation
Computers and Graphics
ACM Transactions on Graphics (TOG)
Computer Vision and Image Understanding
A survey of human motion analysis using depth imagery
Pattern Recognition Letters
Structure-aware shape processing
SIGGRAPH Asia 2013 Courses
An adaptable system for RGB-D based human body detection and pose estimation
Journal of Visual Communication and Image Representation
CAD/Graphics 2013: Interactive shape co-segmentation via label propagation
Computers and Graphics
Frequency-based underwater terrain segmentation
Autonomous Robots
Weak convex decomposition by lines-of-sight
SGP '13 Proceedings of the Eleventh Eurographics/ACMSIGGRAPH Symposium on Geometry Processing
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This paper presents a data-driven approach to simultaneous segmentation and labeling of parts in 3D meshes. An objective function is formulated as a Conditional Random Field model, with terms assessing the consistency of faces with labels, and terms between labels of neighboring faces. The objective function is learned from a collection of labeled training meshes. The algorithm uses hundreds of geometric and contextual label features and learns different types of segmentations for different tasks, without requiring manual parameter tuning. Our algorithm achieves a significant improvement in results over the state-of-the-art when evaluated on the Princeton Segmentation Benchmark, often producing segmentations and labelings comparable to those produced by humans.