Scale-space behaviour of local extrema and blobs

Elementary techniques from real analysis, and singularity theory are applied to derive analytical results for the behaviour in scale-space of critical points and related entities. The main results of the treatment comprise• a description of the general nature of trajectories of critical points in scale-space• estimates of the drift velocity of critical points and straight edges• an analysis of the qualitative behaviour of critical points in bifurcation situations• a classification of what types of blod events are possible

[1]  W. Rudin Principles of mathematical analysis , 1964 .

[2]  D. R. J. Chillingworth,et al.  Differential topology with a view to applications , 1976 .

[3]  C. Gibson Singular points of smooth mappings , 1979 .

[4]  Yung-chen Lu Singularity Theory and an Introduction to Catastrophe Theory , 1980 .

[5]  V. I. Arnolʹd Singularity theory : selected papers , 1981 .

[6]  Andrew P. Witkin,et al.  Scale-Space Filtering , 1983, IJCAI.

[7]  P. Giblin,et al.  Curves and Singularities , 1984 .

[8]  V. Berzins Accuracy of laplacian edge detectors , 1984 .

[9]  M. Golubitsky,et al.  Singularities and groups in bifurcation theory , 1985 .

[10]  Xinhua Zhuang,et al.  Multi-scale edge detection with Gaussian filters , 1986, ICASSP '86. IEEE International Conference on Acoustics, Speech, and Signal Processing.

[11]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[12]  Andrew P. Witkin,et al.  Uniqueness of the Gaussian Kernel for Scale-Space Filtering , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[13]  Fredrik Bergholm,et al.  Edge Focusing , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[14]  James J. Clark Singularity Theory and Phantom Edges in Scale Space , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[15]  Jan-Olof Eklundh,et al.  Scale detection and region extraction from a scale-space primal sketch , 1990, [1990] Proceedings Third International Conference on Computer Vision.

[16]  Jan J. Koenderink,et al.  Solid shape , 1990 .

[17]  Tony Lindeberg,et al.  Scale-Space for Discrete Signals , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[18]  Tony Lindeberg,et al.  Discrete Scale-Space Theory and the Scale-Space Primal Sketch , 1991 .

[19]  Jan-Olof Eklundh,et al.  On the computation of a scale-space primal sketch , 1991, J. Vis. Commun. Image Represent..

[20]  Tony Lindeberg,et al.  On the behaviour in scale-space of local extrema and blobs , 1991 .

[21]  Tony Lindeberg,et al.  Effective Scale: A Natural Unit for Measuring Scale-Space Lifetime , 1993, IEEE Trans. Pattern Anal. Mach. Intell..

[22]  Tony Lindeberg Detecting salient blob-like image structures and their scales , 1994 .

[23]  J. J. Koenderink,et al.  Dynamic shape , 1986, Biological Cybernetics.

[24]  J. Koenderink The structure of images , 2004, Biological Cybernetics.

[25]  Tony Lindeberg,et al.  Detecting salient blob-like image structures and their scales with a scale-space primal sketch: A method for focus-of-attention , 1993, International Journal of Computer Vision.