Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004. · 2004 · 19 citations · 14 references
ComputingComputer ScienceComputer VisionMachine VisionVisual PerceptionFeature DetectionImage AnalysisImage SegmentationTexture AnalysisContour DetectionContour SalienceContour SegmentationLine DetectionPerceptual Grouping
This paper describes an algorithm that efficiently groups line segments into perceptually salient contours in complex images. A measure of affinity between pairs of lines is used to guide group formation and limit the branching factor of the contour search procedure. The extracted contours are ranked, and presented as a contour hierarchy. Our algorithm is able to extract salient contours in the presence of texture, clutter, and repetitive or ambiguous image structure. We show experimental results on a complex line-set.
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On Spectral Clustering: Analysis and an algorithm
Andrew Y. Ng, Michael I. Jordan, Yair Weiss · 2001 · 7.8K citations
Textons, contours and regions: cue integration in image segmentation
Jitendra Malik, Serge Belongie, Jian-Feng Shi et al. · 1999 · 274 citations