Pattern Spectrum and Multiscale Shape Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fast erosion and dilation by contour processing and thresholding of distance maps
Pattern Recognition Letters
A fast algorithm for local minimum and maximum filters on rectangular and octagonal kernels
Pattern Recognition Letters
C4.5: programs for machine learning
C4.5: programs for machine learning
Recursive Implementation of Erosions and Dilations Along Discrete Lines at Arbitrary Angles
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
Chamfer metrics, the medial axis and mathematical morphology
Journal of Mathematical Imaging and Vision - Special issue on topology and geometry in computer vision
Attribute openings, thinnings, and granulometries
Computer Vision and Image Understanding
Feature Selection: Evaluation, Application, and Small Sample Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Connectivity on Complete Lattices
Journal of Mathematical Imaging and Vision
Connected morphological operators for binary images
Computer Vision and Image Understanding
Connected filtering and segmentation using component trees
Computer Vision and Image Understanding
Granulometries and opening trees
Fundamenta Informaticae - Special issue on mathematical morphology
Directional Morphological Filtering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Digital Image Processing
A Comparison of Algorithms for Connected Set Openings and Closings
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient Dilation, Erosion, Opening, and Closing Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape Preserving Filament Enhancement Filtering
MICCAI '01 Proceedings of the 4th International Conference on Medical Image Computing and Computer-Assisted Intervention
A Theoretical Tour of Connectivity in Image Processing and Analysis
Journal of Mathematical Imaging and Vision
SIBGRAPHI '98 Proceedings of the International Symposium on Computer Graphics, Image Processing, and Vision
Connected Rotation-Invariant Size-Shape Granulometries
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
Image Analysis and Mathematical Morphology
Image Analysis and Mathematical Morphology
Antiextensive connected operators for image and sequence processing
IEEE Transactions on Image Processing
Flat zones filtering, connected operators, and filters by reconstruction
IEEE Transactions on Image Processing
Mask-Based Second-Generation Connectivity and Attribute Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence
WND-CHARM: Multi-purpose image classification using compound image transforms
Pattern Recognition Letters
A New Fuzzy Connectivity Measure for Fuzzy Sets
Journal of Mathematical Imaging and Vision
Surface-Area-Based Attribute Filtering in 3D
ISMM '09 Proceedings of the 9th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing
A Comparison of Spatial Pattern Spectra
ISMM '09 Proceedings of the 9th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing
Segmentation of Complex Images Based on Component-Trees: Methodological Tools
ISMM '09 Proceedings of the 9th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing
An Efficient Algorithm for Computing Multi-scale Connectivity Measures
ISMM '09 Proceedings of the 9th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing
Parasite detection and identification for automated thin blood film malaria diagnosis
Computer Vision and Image Understanding
Image ordering by cellular genetic algorithms with TSP and ICA
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Morphological description of color images for content-based image retrieval
IEEE Transactions on Image Processing
Shape-based Invariant Texture Indexing
International Journal of Computer Vision
A document binarization method based on connected operators
Pattern Recognition Letters
Robust extraction of urinary stones from CT data using attribute filters
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
An extension of component-trees to partial orders
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Partition-induced connections and operators for pattern analysis
Pattern Recognition
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Attribute-filtering and knowledge extraction for vessel segmentation
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Selection of relevant nodes from component-trees in linear time
DGCI'11 Proceedings of the 16th IAPR international conference on Discrete geometry for computer imagery
Subkilometer crater discovery with boosting and transfer learning
ACM Transactions on Intelligent Systems and Technology (TIST)
Interactive segmentation based on component-trees
Pattern Recognition
Pattern spectra from partition pyramids and hierarchies
ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
Component-hypertrees for image segmentation
ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
Self-dual attribute profiles for the analysis of remote sensing images
ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
A comparison of two tree representations for data-driven volumetric image filtering
ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
Segmentation of cracks in shale rock
ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
Extending morphological covariance
Pattern Recognition
Comparative study of moment based parameterization for morphological texture description
Journal of Visual Communication and Image Representation
Local higher-order statistics (LHS) for texture categorization and facial analysis
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Non-Compactness Attribute Filtering to Extract Retinal Blood Vessels in Fundus Images
International Journal of E-Health and Medical Communications
Efficient Geodesic Attribute Thinnings Based on the Barycentric Diameter
Journal of Mathematical Imaging and Vision
Adaptive Shape Diagrams for Multiscale Morphometrical Image Analysis
Journal of Mathematical Imaging and Vision
Component-Trees and Multivalued Images: Structural Properties
Journal of Mathematical Imaging and Vision
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In this paper, we describe a multiscale and multishape morphological method for pattern-based analysis and classification of gray-scale images using connected operators. Compared with existing methods, which use structuring elements, our method has three advantages. First, in our method, the time needed for computing pattern spectra does not depend on the number of scales or shapes used, i.e., the computation time is independent of the dimensions of the pattern spectrum. Second, size and strict shape attributes can be computed, which we use for the construction of joint 2D shape-size pattern spectra. Third, our method is significantly less sensitive to noise and is rotation-invariant. Although rotation invariance can also be approximated by methods using structuring elements at different angles, this tends to be computationally intensive. The classification performance of these methods is discussed using four image sets: Brodatz, COIL-20, COIL-100, and diatoms. The new method obtains better or equal classification performance to the best competitor with a 5 to 9-fold speed gain.