Two linear time Union-Find strategies for image processing
Theoretical Computer Science
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust analysis of feature spaces: color image segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Image Segmentation Using Local Variation
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Learning Mixtures of Gaussians
FOCS '99 Proceedings of the 40th Annual Symposium on Foundations of Computer Science
Segmentation Given Partial Grouping Constraints
IEEE Transactions on Pattern Analysis and Machine Intelligence
Graph-Theoretical Methods for Detecting and Describing Gestalt Clusters
IEEE Transactions on Computers
Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
ClickRemoval: interactive pinpoint image object removal
Proceedings of the 13th annual ACM international conference on Multimedia
Unsupervised multiscale segmentation of color images
Pattern Recognition Letters
Real-time spatiotemporal segmentation of video objects in the H.264 compressed domain
Journal of Visual Communication and Image Representation
Proceedings of the 5th international conference on Computer graphics and interactive techniques in Australia and Southeast Asia
Image segmentation method using thresholds automatically determined from picture contents
Journal on Image and Video Processing
Cortical bone classification by local context analysis
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Region merging techniques using information theory statistical measures
IEEE Transactions on Image Processing
Guided informative image partitioning
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
A sharp concentration-based adaptive segmentation algorithm
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Interactive point-and-click segmentation for object removal in digital images
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
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Some authors have recently devised adaptations of spectral grouping algorithms to integrate prior knowledge, as constrained eigenvalues problems. In this paper, we improve and adapt a recent statistical region merging approach to this task, as a non-parametric mixture model estimation problem. The approach appears to be attractive both for its theoretical benefits and its experimental results, as slight bias brings dramatic improvements over unbiased approaches on challenging digital pictures.