Multiscale edge detection based on Gaussian smoothing and edge tracking

Knowledge-Based Systems

Volumn 44, Issue , 2013, Pages 101-111

  Lopez Molina, C ^a,b   De Baets, B ^b   Bustince, H ^a   Sanz, J ^a   Barrenechea, E ^a  

^a PUBLIC UNIVERSITY OF NAVARRE   (Spain)

^b GHENT UNIVERSITY   (Belgium)

Author keywords

Edge detection; Edge tracking; Gaussian scale space; Multiscale image processing; Sobel operators

Indexed keywords

EDGE TRACKING; GAUSSIAN SCALE SPACE; HIERARCHICAL KNOWLEDGE; MULTISCALE EDGE DETECTION; MULTISCALE IMAGE PROCESSING; MULTISCALE TECHNIQUE; QUANTITATIVE EVALUATION; SOBEL OPERATOR;

EXTRACTION; IMAGE PROCESSING;

EDGE DETECTION;

EID: 84875721557     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2013.01.026     Document Type: Article

References (69)

1. V. Torre, and T. Poggio On edge detection IEEE Transactions on Pattern Analysis and Machine Intelligence 8 2 1984 147 163
2. J. Bezdek, R. Chandrasekhar, and Y. Attikouzel A geometric approach to edge detection IEEE Transactions on Fuzzy Systems 6 1 1998 52 75
3. T. Law, H. Itoh, and H. Seki Image filtering, edge detection, and edge tracing using fuzzy reasoning IEEE Transactions on Pattern Analysis and Machine Intelligence 18 5 1996 481 491
4. F. Russo FIRE operators for image processing Fuzzy Sets and Systems 103 2 1999 265 275
5. I. Sobel, G. Feldman, A 3 × 3 isotropic gradient operator for image processing, Presented at a talk at the Stanford Artificial Intelligence Project, 1968.
6. J. Canny A computational approach to edge detection IEEE Transactions on Pattern Analysis and Machine Intelligence 8 6 1986 679 698
7. D. Marr, and E. Hildreth Theory of edge detection Proceedings of the Royal Society of London 207 1167 1980 187 217
8. F. Bergholm Edge focusing IEEE Transactions on Pattern Analysis and Machine Intelligence 9 6 1987 726 741
9. M. Heath, S. Sarkar, T. Sanocki, and K. Bowyer A robust visual method for assessing the relative performance of edge-detection algorithms IEEE Transactions on Pattern Analysis and Machine Intelligence 19 12 1997 1338 1359
10. T. Lindeberg Edge detection and ridge detection with automatic scale selection International Journal of Computer Vision 30 2 1998 117 156
11. H. Bustince, E. Barrenechea, M. Pagola, and J. Fernandez Interval-valued fuzzy sets constructed from matrices: application to edge detection Fuzzy Sets and Systems 160 13 2009 1819 1840
12. D. Demigny, and T. Kamle A discrete expression of Canny's criteria for step edge detector performances evaluation IEEE Transactions on Pattern Analysis and Machine Intelligence 19 11 1997 1199 1211
13. W. McIlhagga The Canny edge detector revisited International Journal of Computer Vision 91 2011 251 261
14. P. Perona, and J. Malik Scale-space and edge detection using anisotropic diffusion IEEE Transactions on Pattern Analysis and Machine Intelligence 12 7 1990 629 639
15. Y. Yitzhaky, and E. Peli A method for objective edge detection evaluation and detector parameter selection IEEE Transactions on Pattern Analysis and Machine Intelligence 25 8 2003 1027 1033
16. R. Koren, and Y. Yitzhaky Automatic selection of edge detector parameters based on spatial and statistical measures Computer Vision and Image Understanding 102 2 2006 204 213
17. G. Papari, and N. Petkov Edge and line oriented contour detection: state of the art Image and Vision Computing 29 2-3 2011 79 103
18. M.B. Sachs, J. Nachmias, and J.G. Robson Spatial-frequency channels in human vision Journal of the Optical Society of America 61 9 1971 1176 1186
19. C. Stromeyer III, S. Klein, B. Dawson, and L. Spillmann Low spatial-frequency channels in human vision: adaptation and masking Vision Research 22 2 1982 225 233
20. S. Mallat, and W. Hwang Singularity detection and processing with wavelets IEEE Transactions on Information Theory 38 2 1992 617 643
21. M. Kass, A.P. Witkin, and D. Terzopoulos Snakes: active contour models International Journal of Computer Vision 4 1988 321 331
22. T. Chan, and L. Vese Active contours without edges IEEE Transactions on Image Processing 10 2 2001 266 277
23. K. Vincken, A. Koster, and M. Viergever Probabilistic multiscale image segmentation IEEE Transactions on Pattern Analysis and Machine Intelligence 19 2 1997 109 120
24. A. Petrovic, O. Divorra Escoda, and P. Vandergheynst Multiresolution segmentation of natural images: from linear to nonlinear scale-space representations IEEE Transactions on Image Processing 13 8 2004 1104 1114
25. M. Rebelo, S. Furuie, M. Gutierrez, E. Costa, and L. Moura Multiscale representation for automatic identification of structures in medical images Computers in Biology and Medicine 37 8 2007 1183 1193
26. M. Tabb, and N. Ahuja Multiscale image segmentation by integrated edge and region detection IEEE Transactions on Image Processing 6 5 1997 642 655
27. S. Zheng, A. Yuille, and Z. Tu Detecting object boundaries using low-, mid-, and high-level information Computer Vision and Image Understanding 114 10 2010 1055 1067
28. L. Zhu, C. Lin, H. Huang, Y. Chen, and A. Yuille Unsupervised structure learning: hierarchical recursive composition, suspicious coincidence and competitive exclusion Proc. of the 10th European Conference on Computer Vision: Part II 2008 Springer-Verlag Berlin, Heidelberg 759 773
29. J. Weickert Anisotropic Diffusion in Image Processing ECMI Series 1998 Teubner-Verlag
30. S. Coleman, B. Scotney, and S. Suganthan Multi-scale edge detection on range and intensity images Pattern Recognition 44 4 2011 821 838
31. A.P. Witkin, Scale-space filtering, in: Proc. of the International Joint Conference on Artificial Intelligence, vol. 2, Karlsruhe, 1983, pp. 1019-1022.
32. D. Wang A multiscale gradient algorithm for image segmentation using watershelds Pattern Recognition 30 12 1997 2043 2052
33. O. Laligant, F. Truchetet, J. Miteran, and P. Gorria Merging system for multiscale edge detection Optical Engineering 44 3 2005 1 11
34. H. Jeong, and C. Kim Adaptive determination of filter scales for edge detection IEEE Transactions on Pattern Analysis and Machine Intelligence 14 5 1992 579 585
35. J. Elder, and S. Zucker Local scale control for edge detection and blur estimation IEEE Transactions on Pattern Analysis and Machine Intelligence 20 7 1998 699 716
36. M. Basu Gaussian-based edge-detection methods-a survey IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 32 3 2002 252 260
37. M.-Y. Shih, and D.-C. Tseng A wavelet-based multiresolution edge detection and tracking Image and Vision Computing 23 4 2005 441 451
38. A. Goshtasby On edge focusing Image and Vision Computing 12 4 1994 247 256
39. V. Lacroix, The primary raster: a multiresolution image description, in: Proc. of the International Conference on Pattern Recognition, vol. 1, 1990, pp. 903-907.
40. J. Weickert Coherence-enhancing diffusion filtering International Journal of Computer Vision 31 2-3 1999 111 127
41. J. Babaud, A.P. Witkin, M. Baudin, and R.O. Duda Uniqueness of the Gaussian kernel for scale-space filtering IEEE Transactions on Pattern Analysis and Machine Intelligence 8 1 1986 26 33
42. A.L. Yuille, and T.A. Poggio Scaling theorems for zero crossings IEEE Transactions on Pattern Analysis and Machine Intelligence 8 1986 15 25
43. L. Florack, and A. Kuijper The topological structure of scale-space images Journal of Mathematical Imaging and Vision 12 2000 65 79
44. M.J. Carlotto Histogram analysis using a scale-space approach IEEE Transactions on Pattern Analysis and Machine Intelligence 9 1 1987 121 129
45. Y. Leung, J.-S. Zhang, and Z.-B. Xu Clustering by scale-space filtering IEEE Transactions on Pattern Analysis and Machine Intelligence 22 12 2000 1396 1410
46. J. Malik, S. Belongie, T. Leung, and J. Shi Contour and texture analysis for image segmentation International Journal of Computer Vision 43 2001 7 27
47. D. Martin, C. Fowlkes, and J. Malik Learning to detect natural image boundaries using local brightness, color, and texture cues IEEE Transactions on Pattern Analysis and Machine Intelligence 26 5 2004 530 549
48. R. Qian, and T. Huang Optimal edge detection in two-dimensional images IEEE Transactions on Image Processing 5 7 1996 1215 1220
49. T. Lindeberg, Generalized Gaussian Scale-Space Axiomatics Comprising Linear Scale-Space, Affine Scale-Space and Spatio-Temporal Scale-Space, Tech. Rep., KTH (Royal Institute of Technology), 2011.
50. M. Nitzberg, and T. Shiota Nonlinear image filtering with edge and corner enhancement IEEE Transactions on Pattern Analysis and Machine Intelligence 14 8 1992 826 833
51. C. Lopez-Molina, H. Bustince, J. Fernandez, P. Couto, and B. De Baets A gravitational approach to edge detection based on triangular norms Pattern Recognition 43 11 2010 3730 3741
52. C. Shih Aiming strategy error analysis and verification of a billiard training system Knowledge-Based Systems 23 7 2010 732 742
53. C.-M. Pun, and W.-Y. Ho An edge-based Macao license plate recognition system International Journal of Computational Intelligence Systems 4 2 2011 244 254
54. A. Oliver, A. Torrent, X. Llad, M. Tortajada, L. Tortajada, M. Sentís, J. Freixenet, and R. Zwiggelaar Automatic microcalcification and cluster detection for digital and digitised mammograms Knowledge-Based Systems 28 0 2012 68 75
55. R. Medina-Carnicer, F. Madrid-Cuevas, A. Carmona-Poyato, and R. Muñoz-Salinas On candidates selection for hysteresis thresholds in edge detection Pattern Recognition 42 7 2009 1284 1296
56. P. Bao, L. Zhang, and X. Wu Canny edge detection enhancement by scale multiplication IEEE Transactions on Pattern Analysis and Machine Intelligence 27 9 2005 1485 1490
57. G. Papari, P. Campisi, N. Petkov, A. Neri, A biologically motivated multiresolution approach to contour detection, EURASIP Journal on Advances in Signal Processing (2007) (article ID 71828).
58. A. Rosenfeld A nonlinear edge detection technique Proceedings of the IEEE 58 5 1970 814 816
59. C. Grigorescu, N. Petkov, and M.A. Westenberg Contour and boundary detection improved by surround suppression of texture edges Image and Vision Computing 22 8 2004 609 622
60. J. Rabin, J. Delon, and Y. Gousseau A statistical approach to the matching of local features SIAM Journal on Imaging Sciences 2 3 2009 931 958
61. M. Galar, J. Fernandez, G. Beliakov, and H. Bustince Interval-valued fuzzy sets applied to stereo matching of color images IEEE Transactions on Image Processing 20 7 2011 1949 1961
62. G. Liu, and R.M. Haralick Optimal matching problem in detection and recognition performance evaluation Pattern Recognition 35 10 2002 2125 2139
63. P. Arbelaez, M. Maire, C. Fowlkes, and J. Malik Contour detection and hierarchical image segmentation IEEE Transactions on Pattern Analysis and Machine Intelligence 33 2011 898 916
64. C. Lopez-Molina, B. De Baets, and H. Bustince Quantitative error measures for edge detection Pattern Recognition 46 4 2013 1125 1139
65. M. Galar, A. Fernandez, E. Barrenechea, H. Bustince, and F. Herrera A review on ensembles for the class imbalance problem: bagging-, boosting-, and hybrid-based approaches IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 42 4 2012 463 484
66. A.V. Goldberg, and R. Kennedy An efficient cost scaling algorithm for the assignment problem Mathematical Programming 71 1995 153 177
67. W. Waegeman, B. De Baets, and L. Boullart ROC analysis in ordinal regression learning Pattern Recognition Letters 29 1 2008 1 9
68. M.K. Geetha, and S. Palanivel Video classification and shot detection for video retrieval applications International Journal of Computational Intelligence Systems 2 1 2009 39 50
69. D. Martin, C. Fowlkes, D. Tal, J. Malik, A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics, in: Proc. of the 8th International Conference on Computer Vision, vol. 2, 2001, pp. 416-423.