Statistical and structural approaches to texture

Proceedings of the IEEE

Volumn 67, Issue 5, 1979, Pages 786-804

  Haralick, Robert M ^a  

^a VIRGINIA POLYTECHNIC INSTITUTE AND STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

PATTERN RECOGNITION SYSTEMS;

EID: 0018466704     PISSN: 00189219     EISSN: 15582256     Source Type: Journal    
DOI: 10.1109/PROC.1979.11328     Document Type: Article

References (104)

1. C. Arcelli and G. Sanniti Di Baja, “On the sequential approach to medial line transformation,”IEEE Trans. Syst., Man, Cybern., vol. SMC-8, pp. 139-144, (Feb. 1978).
2. R. Bachi, “Geostatistical analysis of territories,” presented at Proc. 39th Session-Bulletin of the Int. Statistical Inst. (Vienna, Austria, 1973).
3. R. Bajcsy and L. Lieberman, “Computer description of real out-door scenes,” in Proc. Second Int. Joint Conf. on Pattern Recognition (Copenhagen, Denmark), pp. 174-179, Aug. 1974.
4. “Texture gradient as a depth cue,” Comput. Graph. Image Processing, vol. 5, no. 1, pp. 52-67, 1976.
5. P. Bartels, G. Bahr, and G. Weid, “Cell recognition from line scan transition probability profiles,” Acta Cytol., vol. 13, pp. 210-217, 1969.
6. J. E. Box and G. M. Jenkins, Time Series Analysis. San Francisco, CA: Holden-Day, 1970.
7. S. G. Carlton and O. Mitchell, “Image segmentation using texture and grey level,” in Pattern Recognition and Image Processing Conf. (Troy, NY), pp. 387-391, June 1977.
8. L. Carlucci, “A formal system for texture languages,” in Pattern Recognition, vol. 4, pp. 53-72, 1972.
9. P. Chen and T. Pavlidis, “Segmentation by texture using a cooccurrence matrix and a split-and-merge algorithm,” Tech. Rep. 237, Princeton University, Princeton, NJ, Jan. 1978.
10. Y. P. Chien and K. S. Fu, “Recognition of X-ray picture patterns,” IEEE Trans. Syst., Man, Cybern., vol. SMC-4, pp. 145-156, Mar. 1974.
11. R. W. Conners and C. A. Harlow, “Some theoretical considerations concerning texture analysis of radiographic images,” presented at Proc. 1976 IEEE Conf. on Decision and Control
12. L. J. Cutrona, E. N. Leith, C. J. Palermo, and L. J. Porcello, “Optical data processing and Altering systems,” IRE Trans. Inform. Theory, vol. 15, no. 6, pp. 386-400, June 1969.
13. E. M. Darling and R. D. Joseph, “Pattern recognition from satellite altitudes,” IEEE Trans. Syst., Man, Cybern., vol. SMC-4, pp. 38-47, Mar. 1968.
14. L. Davis, S. Johns, and J. K. Aggarwal, “Texture analysis using generalized cooccurrence matrices,” presented at Pattern Recognition and Image Processing Conf. (Chicago, IL), May 31- June 2, 1978.
15. R. Deguchi and I. Morishita, “Texture characterization and texture-based image partitioning using TwoDimensional linear estimation techniques,” presented at U.S.-Japan Cooperative Science Program Seminar on Image Processing in Remote Sensing (Washington, DC), Nov. 1-5, 1976.
16. C. Dyer and A. Rosenfeld, “Courier texture features: suppression of aperature effects,” IEEE Trans. Syst., Man, Cybern., vol. SMC-6, pp. 703-705, Oct. 1976.
17. D. Egbert, J. McCauley, and J. McNaughton, “Ground pattern analysis in the Great Plains,” Semi-Annual ERTS A Investigation Rep., Remote Sensing Laboratory, University of Kansas, Lawrence, KS, Aug. 1973.
18. Roger Ehrich and J. P. Foith, “Representation of random waveforms by relational trees,” IEEE Trans. Comput, vol. C-25, pp. 725-736, July 1976.
19. “Topology and semantics of intensity arrays,” Computer Vision, Hanson and Riseman (Eds). New York: Academic Press, 1978.
20. Y. S. Frolov, “Measuring the shape of geographical phenomena: A history of the issue,” Sov. Geog.: Rev. Transla., vol. XVI, no. 10, pp. 676-687, Dec. 1975.
21. M. Galloway, “Texture analysis using gray level run lengths,” Comput Graphics Image Processing, vol. 4, pp. 172-199, 1974.
22. J. W. Goodman, Introduction to Fourier Optics. New York: McGraw-Hill Book Co., 1968.
23. N. Gramenopoulos, “Terrain type recognition using ERTS-1 MSS images,” in Rec. Symp. Significant Results Obtained from the Earth Res. TechnoL Satellite, NASA SP-327, pp. 1229-1241, Mar. 1973.
24. R. M. Haralick, “A texture-context feature extraction algorithm for remotely sensed imagery,” in Proc. 1971 IEEE Decision and Control Conf. (Gainesville, FL), pp. 650-657, Dec. 15-17,1971.
25. “A textural transform for images,” Proc. IEEE Conf. Computer Graphics, Pattern Recognition, and Data Structure (Beverly Hills, CA), May 14-15, 1975.
26. “The table look-up rule,” Commun. Statist.-Theory and Methods, vol. A5,no. 12, pp. 1163-1191,1976.
27. “Structural pattern recognition, homomorphisms, and arrangements,” in Pattern Recognition, vol. 10, no. 3, June 1978
28. R. M. Haralick and R. Bosley, “Texture features for image classification,” Third ERTS Symp., NASA SP-351, NASA Goddard Space Flight Center, Greenbelt, MD, pp. 1929-1969, Dec. 10- 15, 1973.
29. R. M. Haralick and K. Shanmugam, “Combined spectral and spatial processing of ERTS imagery data,” in Proc. 2nd Symp. Significant Results Obtained from Earth Resources Technology SateUite-1, NASA SP-327, NASA Goddard Space Flight Center, Greenbelt, MD, pp. 1219-1228, March 5-9, 1973.
30. “Computer classification of reservoir sandstones,” IEEE Trans. Geosci. Electron., vol. GE-11, pp. 171-177, Oct. 1973.
31. “Combined spectral and spatial processing of ERTS imagery data,” J. of Remote Sensing of the Environment, vol. 3, 1974, pp. 3-13.
32. R. M. Haralick, K. Shanmugam, and I. Dinstein, “On some quickly computable features for texture,” Proc. 1972 Symp. on Comput Image Processing and Recognition (University of Missouri, Columbia, MO), vol. 2, pp. 12-2-1 to 12-2-10, Aug. 1972.
33. “Textural features for image classification,” IEEE Trans. Syst, Man, Cybern., vol. SMC-3, pp. 610-621, Nov. 1973.
34. R. M. Haralick, “Neighborhood operators,” unpublished manuscript.
35. E. E. Hardy and J. R. Anderson, “A land use classification system for use with remote-sensor data,” in Machine Processing of Remotely Sensed Data. Lafayette, IN, Oct. 1973.
36. J. K. Hawkins, “Textural properties for pattern recognition,” Picture Processing and Psychopictorics, Bernic Sacks Lipkin and Azriel Rosenfeld (EDS). New York: Academic Press, 1969.
37. R. J. Horning and J. A. Smith, “Application of Fourier analysis to multispectral/spatial recognition,” presented at Management and Utilization of Remote Sensing Data ASP Symposium, Sioux Falls. SD, Oct. 1973.
38. S. Hsu, “A texture-tone analysis for automated landuse mapping with panchromatic images,” in Proc. of the Amer. Society for Photogrammetry, pp. 203-215, Mar. 1977.
39. B. Julesz, “Visual pattern discrimination,” IRE Trans. Inform. Theory, vol. 8, no. 2, pp. 84-92, Feb. 1962.
40. “Experiments in the visual perception of texture,” Apr. 1975, 10 pp.
41. H. Kaizer, “A quantification of textures on aerial photographs,” Boston University Research Laboratories, Boston University, Boston, MA, Tech. Note 121, 1955, AD 69484.
42. L. Kirvida, “Texture measurements for the automatic classification of imagery,”IEEE Trans. Electromagnet Compat, vol. 18, pp. 38-42, Feb. 1976.
43. L. Kirvida and G. Johnson, “Automatic interpretation of ERTS data for forest management,” Symp. on Significant Results Obtained from the Earth Res. TechnoL Satellite, NASA SP-327, Mar. 1973.
44. C. Lantuejoul, “Grain dependence test in a polycristalline ceramic,” in Quantitative Analysis of Microstructures in Materials Science, Biology, and Medicine, J. L. Chernant, Ed. Stuttgart, Germany: Riederer-Verlag, GmbH, 1978, pp. 40-50.
45. G. Lendaris and G. Stanley, “Diffraction pattern sampling for automatic pattern recognition,” SPIE Pattern Recognition Studies Seminar Proc. (June 9-10, 1969, pp. 127-154).
46. “Diffraction pattern samplings for automatic pattern Recognition,” Proc. IEEE, vol. 58, pp. 198-216, Feb. 1970.
47. S. Y. Lu and K. S. Fu, “A syntactic approach to texture analysis,” Comput. Graph. Image Processing, vol. 7, pp. 303-330, 1978.
48. J. Maleson, C. Brown, and J. Feldman, “Understanding natural texture,” Computer Science Department, University of Roch-ester, Rochester, NY, Sept. 1977.
49. G. Matheron, Elements Pour Une Theorie des Milieux Poreux. Paris, France: Masson, 1967.
50. Random Sets and Integral Geometry. New York: Wiley and Sons, Inc., 1975.
51. H. Maurer, “Texture analysis with Fourier series,” Proc. Ninth Int. Symp. on Remote Sensing of Environment (Environmental Research Institute of Michigan, Ann Arbor, MI), pp. 1411-1420, Apr. 1974.
52. B. H. McCormick and S. N. Jayaramamurthy, “Time series model for texture synthesis,” Int. J. Comput. Inform. ScL, vol. 3, no. 4, pp. 329-343, Dec. 1974.
53. “A decision theory method for the analysis of texture,” Int J. of Comput. Inform. ScL, vol. 4, no. 1, pp. 1-38, Mar. 1975.
54. R. S. Michalski, “On the quasi-minimal solution of the general covering problem,” ill Proc. Fifth Int. Symp. on Inform. processing (Yugoslavia, Bled), Oct. 1969).
55. R. S. Michalski and B. H. McCormick, “Interval generalization of switching theory,” in Proc. Third Annu. Houston Conf. on Comput. Syst. ScL (Houston, TX), pp. 213-226, Apr. 1971.
56. Owen Mitchell, Charles Myers, and William Boyne, “A max-min measure for image texture analysis,” IEEE Trans. Comput, vol. C-25, pp. 408-414, Apr. 1977.
57. O. R. Mitchell and S. G. Carlton, “Image segmentation using a local extrema texture measure,” Special Issue of Pattern Recognition, June 1977.
58. W. Miiller, “The Leitz texture analyzes systems,” Leitz Sci. Tech. Inform., Supplement 1, 4, pp. 101-116, Apr. 1974 (Wetzlar, Germany).
59. W. Miiller and W. Herman, “Texture analyzes systems,” Indust. Res., Nov. 1974.
60. R. Ohlander, “Analysis of natural scenes,” Ph.D. dissertation, Carnegie-Mellon University, Pittsburgh, PA, 1975.
61. E. O'Neill, “Spatial filtering in optics,” IRE Trans. Inform. Theory, vol. 2, no. 6, pp. 56-65, June 1956.
62. M. O. M. Osman and T. S. Saukar, “The measurement of surface texture by means of random function excursion techniques,” in Advances in Test Measurement, vol. 12 -Proc. 21st Int. Instrument. Symp. Pittsburgh, PA: Instrument Society of America, 1975.
63. T. Peucker and D. Douglas, “Detection of surface-specific points by local parallel processing of discrete terrain elevation data,” Comput. Graph. Image Processing, vol. 4, no. 4, pp. 375-387, Dec. 1975.
64. R. M. Pickett, “Visual analyses of texture in the detection and recognition of objects,” in Picture Processing and Psychopictorics, Lipkin and Rosenfeld, Eds. New York: Academic Press, 1970, pp. 289-308.
65. N. J. Pressman, “Markovian analysis of cervical cell images,” J. Histochem. Cytochem., vol. 24, no. 1, pp. 138-144, 1976.
66. K. Preston, Coherent Optical Computers. New York: McGraw-Hill Book Company, 1972.
67. J. S. Read and S. N. Jayaramamurthy, “Automatic generation of texture feature detectors,” IEEE Trans. Comput, vol. C-21, pp. 803-812, July 1972.
68. A. Rosenfeld, “Automatic recognition of basic terrain types on aerial photographs,” Photogrammet. Eng., vol. 28, pp. 115-132, 1962.
69. “Connectivity in digital pictures,” J. Ass. Comput. Mach., vol. 17, no. 1, pp. 146-160, Jan. 1970.
70. “A note on automatic detection of texture gradients,” in IEEE Trans. Comput, vol. C-23, pp. 988-991, Oct. 1975.
71. A. Rosenfeld and L. Davis, “A note on thinning,” IEEE Trans. Syst, Man, Cybern., vol. SMC-6, pp. 226-228, Mar. 1976.
72. A. Rosenfeld and A. Goldstein, “Optical correlation for terrain type discrimination,” Photogrammet. Eng., vol. 30, pp. 639-646, 1964.
73. A. Rosenfeld and B. S. Lipkin, “Texture synthesis,” in Picture Processing and Psychopictorics, Lipkin and Rosenfeld (Eds). New York: Academic Press, 1970, pp. 309-345.
74. A. Rosenfeld and J. Pfaltz, “Sequential operations in digital picture processing,” J. Ass. Comput Mach., vol. 13, no. 4, pp. 471-494, Oct. 1966.
75. A. Rosenfeld and J. Pfaltz, “Distance functions on digital images,”Pattern Recognition, vol. 1, no. 1, pp. 33-61, 1968.
76. A. Rosenfeld and M. Thurston, “Edge and curve detection for visual scene analysis,” IEEE Trans. Comput, vol. C-20, pp. 562-569, May 1971.
77. A. Rosenfeld and E. Troy, “Visual texture analysis,” Tech. Rep. 70-116, University of Maryland, College Park, MD, June 1970. Also in Conference Record for Symposium on Feature extraction and Selection in Pattern Recognition, Argonne, IL, IEEE Publication 70C-51C, Oc1970t. 1970, pp. 115-124.
78. J. Sena, “Theoretical bases of the Leitz texture analyses system,” Leitz Sci. Tech. Inform., Supplement 1, 4, pp. 125-136, Apr. 1974 (Wetzlar, Germany).
79. “One, two, three….infinity,” Quantitative Analysis of Microstructures in Materials Science, Biology, and Medicine, J. L. Chernant (Ed.). Stuttgart, Germany: Riederer-Verlag GmbH, 1978, pp. 9-24.
80. J. Serra and G. Verchery, “Mathematical morphology applied to fibre composite materials,”Film Set Tech., vol. 6, pp. 141-158, 1973.
81. A. R. Shulman, Optical Data Processing. New York: Wiley, 1970.
82. R. Stefanelli and A. Rosenfeld, “Some parallel thinning Algorithms for digital pictures,” J. Ass. Comput. Mach., vol. 18, no. 2, pp. 255-264, Apr; 1971.
83. R. Sutton and E. Hall, “Texture measures for automatic classification of pulmonary disease,” IEEE Trans. Comput, vol. C-21.no. l,pp. 667-676, 1972.
84. G. Swanlund, “Honeywell's automatic tree species classifier,” Honeywell Systems and Research Division, Rep. 9D-G-24, Dec.31, 1969.
85. F. Tomita, M. Yachida, and S. Tsuji, “Detection of homogeneous regions by structural analysis,” at Proc. Third Int Joint Conf. Artificial Intelligence, pp. 564-571, 1973.
86. J. Toriwaki and T. Fukumura, “Extraction of structural Information from grey pictures,” Comput. Graph. Image Processing, vol 7, no. 1, pp. 30-51, 1978.
87. J. T. Tou and Y. S. Chang, “An approach to texture pattern analysis and recognition,” in Proc. 1976 IEEE Conf. on Decision and Control, 1976.
88. “Picture understanding by machine via textural feature Extraction,” in Proc. 1977 IEEE Conf. on Pattern Recognition and Image Processing (Troy, New York), June 1977.
89. J. T. Tou, D. B. Kao, and Y. S. Chang, “Pictorial texture analysis and synthesis,” presented at Third Int. Joint Conf. on Pattern Recognition (Coronado, CA), Aug. 1976.
90. E. E. Triendl, “Automatic terrain mapping by texture Recognition,” in Proceedings of the Eighth International Symposium on Remote Sensing of Environment. Ann Arbor, MI: environmental Research Institute of Michigan, Oct. 1972.
91. S. Tsuji and F. Tomita, “A structural analyzer for a class of textures,” Comput. Graph. Image Processing, vol. 2, pp. 216-231, 1973.
92. J. Weszka, C. Dyer, and A. Rosenfeld, “A comparative study of texture measures for terrain classification,” IEEE Trans. Syst., Man, and Cybern., vol. SMC-6, no. 4, pp. 269-285, Apr. 1976.
93. G. Wied, G. Bahr, and P. Bartels, “Automatic analysis of cell images,” in Automated Cell Identification and Cell Sorting, Wied and Bahr Eds. New York: Academic Press, 1970, pp. 195-360.
94. J. W. Woods, “TwoDimensional discrete Markovian fields,” IEEE Trans. Inform. Theory, vol. IT-18, pp. 232-240, Mar. 1972.
95. A. M. Yaglom, Theory of Stationary Random Functions. Engiewood Cliffs, NJ: Prentice-Hall, 1962.
96. S. Yokoi, J. Toriwaki, and T. Fukumura, “An analysis of topological properties of digitized binary pictures using local features,” Comput Graph. Image Processing, vol. 4, pp. 63-73
97. S. Zucker, On the Foundations of Texture: A Transformational Approach, Tech. Rep. TR-331, University of Maryland, College Park, MD, Sept. 1974.
98. “Toward a model of texture,” Comput. Graph. Image Processing, vol. 5, no. 2, pp. 190-202, 1976.
99. S. W. Zucker, A. Rosenfeld, and L. Davis, “Picture segmentation by texture discrimination,” IEEE Trans. Comput., vol. C-24, no. 12, pp. 1228-1233, Dec. 1975.
100. B. J. Schachter, A. Rosenfeld, and L. S. Davis, “Random mosaic models for textures,” IEEE Trans. Syst, Man, Cybem., vol. SMC-8, no. 9, pp. 694-702, Sept. 1978.
101. R. Miles, “On the homogeneous planar Poisson point-process,” Math. Biosci., vol. 6, pp. 85-127, 1970.
102. E. Gilbert, “Random subdivisions of space into crystals,” Annals Math. Stat, vol. 33, pp. 958-972, 1962.
103. R. Miles, “Random polygons determined by random lines in the plane,” Proc. Nat Acad Sci. USA, vol. 52, pp. 901-907, pp. 1157-1160.
104. P. Switzer, “Reconstructing patterns for sample data,” Annals Math. Stat, vol. 38, pp. 138-154, 1967.