Two linear time Union-Find strategies for image processing
Theoretical Computer Science
Region Competition: Unifying Snakes, Region Growing, and Bayes/MDL for Multiband Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Normalized Cuts and Image Segmentation
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Computer Vision: A Modern Approach
Computer Vision: A Modern Approach
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A Fast, Bottom-Up Decision Tree Pruning Algorithm with Near-Optimal Generalization
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Robust analysis of feature spaces: color image segmentation
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Image Segmentation Using Local Variation
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Texture Segmentation by Multiscale Aggregation of Filter Responses and Shape Elements
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Graph Partition by Swendsen-Wang Cuts
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Proceedings of the 2005 symposium on Interactive 3D graphics and games
Mining evolving data streams for frequent patterns
Pattern Recognition
Unsupervised multiscale segmentation of color images
Pattern Recognition Letters
Graph regularization for color image processing
Computer Vision and Image Understanding
Proceedings of the 5th international conference on Computer graphics and interactive techniques in Australia and Southeast Asia
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
Object detection by global contour shape
Pattern Recognition
An Accessible Viewer for Digital Comic Books
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Image segmentation algorithm development using ground truth image data sets
Computer Vision and Image Understanding
Significance Tests and Statistical Inequalities for Region Matching
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ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing, Part II
Flicker compensation for archived film sequences using a segmentation-based nonlinear model
EURASIP Journal on Advances in Signal Processing
Image segmentation by a contrario simulation
Pattern Recognition
Proceedings of the 7th International Conference on Mobile and Ubiquitous Multimedia
Machine learning for automatic mapping of planetary surfaces
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Active mask segmentation of fluorescence microscope images
IEEE Transactions on Image Processing
Combining region and edge information to extract fish oocytes in histological images
VIIP '07 The Seventh IASTED International Conference on Visualization, Imaging and Image Processing
Cortical bone classification by local context analysis
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Embedding a region merging prior in level set vector-valued image segmentation
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Stopping region-based image segmentation at meaningful partitions
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
Hierarchical vibrations for part-based recognition of complex objects
Pattern Recognition
Unsupervised colour image segmentation using dual-tree complex wavelet transform
Computer Vision and Image Understanding
Region merging techniques using information theory statistical measures
IEEE Transactions on Image Processing
Remote sensing image segmentation based on statistical region merging and nonlinear diffusion
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 1
Multivariate image segmentation using semantic region growing with adaptive edge penalty
IEEE Transactions on Image Processing
Texture regimes for entropy-based multiscale image analysis
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
A sharp concentration-based adaptive segmentation algorithm
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Spatiotemporal contour grouping using abstract part models
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
People re-identification by graph kernels methods
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
Semi-supervised probabilistic relaxation for image segmentation
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
A graph-kernel method for re-identification
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Comic computing: creation and communication with comic
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ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Automatic segmentation of dermoscopic images by iterative classification
Journal of Biomedical Imaging - Special issue on Machine Learning in Medical Imaging
Segmentation of structural features in cheese micrographs using pixel statistics
Computers and Electronics in Agriculture
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Automatic recognition of landforms on mars using terrain segmentation and classification
DS'06 Proceedings of the 9th international conference on Discovery Science
A faster graph-based segmentation algorithm with statistical region merge
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
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Pattern Recognition Letters
Statistical supports for frequent itemsets on data streams
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
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ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
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ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
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Engineering Applications of Artificial Intelligence
Structured representations in a content based image retrieval context
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This paper explores a statistical basis for a process often described in computer vision: image segmentation by region merging following a particular order in the choice of regions. We exhibit a particular blend of algorithmics and statistics whose segmentation error is, as we show, limited from both the qualitative and quantitative standpoints. This approach can be efficiently approximated in linear time/space, leading to a fast segmentation algorithm tailored to processing images described using most common numerical pixel attribute spaces. The conceptual simplicity of the approach makes it simple to modify and cope with hard noise corruption, handle occlusion, authorize the control of the segmentation scale, and process unconventional data such as spherical images. Experiments on gray-level and color images, obtained with a short readily available C-code, display the quality of the segmentations obtained.