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segment-challenge.arff
资源名称：WekaGP-3-4-12.zip　[点击查看]
上传用户：wellsales
上传日期：2021-03-11
资源大小：10607k
文件大小：196k
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segment-challenge.arff：源码内容
  1. % ----------------------------------------------------------------------------
  2. % This is a subset of the segmentation data (i.e. a subset of the combined 
  3. % original training and test datasets). The description below refers
  4. % to the original dataset. This subset has 1,500 instances. The distribution
  5. % of classes is NOT stratified in this subset.
  6. % ----------------------------------------------------------------------------
  7. %
  8. %
  9. % 1. Title: Image Segmentation data
  10. % 
  11. % 2. Source Information
  12. %    -- Creators: Vision Group, University of Massachusetts
  13. %    -- Donor: Vision Group (Carla Brodley, brodley@cs.umass.edu)
  14. %    -- Date: November, 1990
  15. %  
  16. % 3. Past Usage: None yet published
  17. % 
  18. % 4. Relevant Information:
  19. % 
  20. %    The instances were drawn randomly from a database of 7 outdoor 
  21. %    images.  The images were handsegmented to create a classification
  22. %    for every pixel.  
  23. % 
  24. %    Each instance is a 3x3 region.
  25. % 
  26. % 5. Number of Instances: Training data: 210  Test data: 2100
  27. % 
  28. % 6. Number of Attributes: 19 continuous attributes
  29. % 
  30. % 7. Attribute Information:
  31. % 
  32. %     1.  region-centroid-col:  the column of the center pixel of the region.
  33. %     2.  region-centroid-row:  the row of the center pixel of the region.
  34. %     3.  region-pixel-count:  the number of pixels in a region = 9.
  35. %     4.  short-line-density-5:  the results of a line extractoin algorithm that 
  36. %          counts how many lines of length 5 (any orientation) with
  37. %          low contrast, less than or equal to 5, go through the region.
  38. %     5.  short-line-density-2:  same as short-line-density-5 but counts lines
  39. %          of high contrast, greater than 5.
  40. %     6.  vedge-mean:  measure the contrast of horizontally
  41. %          adjacent pixels in the region.  There are 6, the mean and 
  42. %          standard deviation are given.  This attribute is used as
  43. %         a vertical edge detector.
  44. %     7.  vegde-sd:  (see 6)
  45. %     8.  hedge-mean:  measures the contrast of vertically adjacent
  46. %           pixels. Used for horizontal line detection. 
  47. %     9.  hedge-sd: (see 8).
  48. %     10. intensity-mean:  the average over the region of (R + G + B)/3
  49. %     11. rawred-mean: the average over the region of the R value.
  50. %     12. rawblue-mean: the average over the region of the B value.
  51. %     13. rawgreen-mean: the average over the region of the G value.
  52. %     14. exred-mean: measure the excess red:  (2R - (G + B))
  53. %     15. exblue-mean: measure the excess blue:  (2B - (G + R))
  54. %     16. exgreen-mean: measure the excess green:  (2G - (R + B))
  55. %     17. value-mean:  3-d nonlinear transformation
  56. %          of RGB. (Algorithm can be found in Foley and VanDam, Fundamentals
  57. %          of Interactive Computer Graphics)
  58. %     18. saturatoin-mean:  (see 17)
  59. %     19. hue-mean:  (see 17)
  60. % 
  61. % 8. Missing Attribute Values: None
  62. % 
  63. % 9. Class Distribution: 
  64. % 
  65. %    Classes:  brickface, sky, foliage, cement, window, path, grass.
  66. % 
  67. %    30 instances per class for training data.
  68. %    300 instances per class for test data.
  69. % 
  70. %
  71. %
  72. %
  73. %
  74. % Relabeled values in attribute class
  75. %    From: 1                       To: brickface           
  76. %    From: 2                       To: sky                 
  77. %    From: 3                       To: foliage             
  78. %    From: 4                       To: cement              
  79. %    From: 5                       To: window              
  80. %    From: 6                       To: path                
  81. %    From: 7                       To: grass               
  82. %
  83. @relation segment
  85. @attribute region-centroid-col numeric
  86. @attribute region-centroid-row numeric
  87. @attribute region-pixel-count numeric
  88. @attribute short-line-density-5 numeric
  89. @attribute short-line-density-2 numeric
  90. @attribute vedge-mean numeric
  91. @attribute vegde-sd numeric
  92. @attribute hedge-mean numeric
  93. @attribute hedge-sd numeric
  94. @attribute intensity-mean numeric
  95. @attribute rawred-mean numeric
  96. @attribute rawblue-mean numeric
  97. @attribute rawgreen-mean numeric
  98. @attribute exred-mean numeric
  99. @attribute exblue-mean numeric
  100. @attribute exgreen-mean numeric
  101. @attribute value-mean numeric
  102. @attribute saturation-mean numeric
  103. @attribute hue-mean numeric
  104. @attribute class {brickface,sky,foliage,cement,window,path,grass}
  106. @data
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