Model-based recognition in robot vision
ACM Computing Surveys (CSUR)
Algorithms for clustering data
Algorithms for clustering data
Structural Stereopsis for 3-D Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognition and Shape Synthesis of 3-D Objects Based on Attributed Hypergraphs
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Efficiently Computable Metric for Comparing Polygonal Shapes
IEEE Transactions on Pattern Analysis and Machine Intelligence
3-D Object Recognition Using Bipartite Matching Embedded in Discrete Relaxation
IEEE Transactions on Pattern Analysis and Machine Intelligence
CAD-Based Computer Vision: From CAD Models to Relational Graphs
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Contour Decomposition Using a Constant Curvature Criterion
IEEE Transactions on Pattern Analysis and Machine Intelligence
On Optimal Infinite Impulse Response Edge Detection Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Invariant Descriptors for 3D Object Recognition and Pose
IEEE Transactions on Pattern Analysis and Machine Intelligence - Special issue on interpretation of 3-D scenes—part I
Structural Indexing: Efficient 3-D Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence - Special issue on interpretation of 3-D scenes—part II
Automatic Construction of Structural Models Incorporating Discontinuous Transformations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Structural Matching by Discrete Relaxation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape Spectrum Based View Grouping and Matching of 3D Free-Form Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
A New Algorithm for Error-Tolerant Subgraph Isomorphism Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient Matching and Indexing of Graph Models in Content-Based Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence - Graph Algorithms and Computer Vision
Efficient Subgraph Isomorphism Detection: A Decomposition Approach
IEEE Transactions on Knowledge and Data Engineering
ImageMap: An Image Indexing Method Based on Spatial Similarity
IEEE Transactions on Knowledge and Data Engineering
Line Pattern Retrieval Using Relational Histograms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Saliency sequential surface organization for free-form object recognition
Computer Vision and Image Understanding
Non-manifold Multi-tessellation: From Meshes to Iconic Representations of Objects
IWVF-4 Proceedings of the 4th International Workshop on Visual Form
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Graph Matching: Fast Candidate Elimination Using Machine Learning Techniques
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Discovering Shape Categories by Clustering Shock Trees
CAIP '01 Proceedings of the 9th International Conference on Computer Analysis of Images and Patterns
Spectral Feature Vectors for Graph Clustering
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
CBAIVL '99 Proceedings of the IEEE Workshop on Content-Based Access of Image and Video Libraries
Central Clustering of Attributed Graphs
Machine Learning
An ontology-based publish/subscribe system
Proceedings of the 5th ACM/IFIP/USENIX international conference on Middleware
Pattern Vectors from Algebraic Graph Theory
IEEE Transactions on Pattern Analysis and Machine Intelligence
Indexing Hierarchical Structures Using Graph Spectra
IEEE Transactions on Pattern Analysis and Machine Intelligence
Effective image and video mining: an overview of model-based approaches
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
IEEE Transactions on Knowledge and Data Engineering
Discovering Shape Classes using Tree Edit-Distance and Pairwise Clustering
International Journal of Computer Vision
Graph embedding using tree edit-union
Pattern Recognition
Decision trees for filtering large databases of graphs
International Journal of Intelligent Systems Technologies and Applications
Indexing through laplacian spectra
Computer Vision and Image Understanding
Retrieving articulated 3-D models using medial surfaces
Machine Vision and Applications
Theoretical analysis and experimental comparison of graph matching algorithms for database filtering
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
Parts-based 3D object classification
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Models and algorithms for computing the common labelling of a set of attributed graphs
Computer Vision and Image Understanding
Matching attributed graphs: 2nd-order probabilities for pruning the search tree
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Decision trees for error-tolerant graph database filtering
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
Pattern analysis with graphs: Parallel work at Bern and York
Pattern Recognition Letters
A comparison framework for 3d object classification methods
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
LPP and LPP mixtures for graph spectral clustering
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Hypergraph-based image retrieval for graph-based representation
Pattern Recognition
| Hi-index | 0.14 |
We present a hierarchically structured approach to organizing large structural modelbases using an information theoretic criterion. Objects (patterns) are modeled in the form of random parametric structural descriptions (RPSDs), an extension of the parametric structural description graph-theoretic formalism [1]. Objects in scenes are modeled as parametric structural descriptions (PSDs). The organization process is driven by pairwise dissimilarity values between RPSDs. We also introduce the node pointer lists, which are computed offline during modelbase organization. During recognition, the only exponential matching process involved is between the scene PSD and the RPSD at the root of the organized tree. Using the organized hierarchy along with the node pointer lists, the remaining work simplifies to a series of inexpensive linear tests at the subsequent levels of the tree search. We develop the theory and present three modelbases: 50 objects built from real image data, 100 CAD models, and 1000 synthetic abstract models.