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segment-test.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：107k
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segment-test.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 810 instances. The distribution
  5. % of classes is NOT stratified in this subset.
  6. % ----------------------------------------------------------------------------
  7. %
  8. % 1. Title: Image Segmentation data
  9. % 
  10. % 2. Source Information
  11. %    -- Creators: Vision Group, University of Massachusetts
  12. %    -- Donor: Vision Group (Carla Brodley, brodley@cs.umass.edu)
  13. %    -- Date: November, 1990
  14. %  
  15. % 3. Past Usage: None yet published
  16. % 
  17. % 4. Relevant Information:
  18. % 
  19. %    The instances were drawn randomly from a database of 7 outdoor 
  20. %    images.  The images were handsegmented to create a classification
  21. %    for every pixel.  
  22. % 
  23. %    Each instance is a 3x3 region.
  24. % 
  25. % 5. Number of Instances: Training data: 210  Test data: 2100
  26. % 
  27. % 6. Number of Attributes: 19 continuous attributes
  28. % 
  29. % 7. Attribute Information:
  30. % 
  31. %     1.  region-centroid-col:  the column of the center pixel of the region.
  32. %     2.  region-centroid-row:  the row of the center pixel of the region.
  33. %     3.  region-pixel-count:  the number of pixels in a region = 9.
  34. %     4.  short-line-density-5:  the results of a line extractoin algorithm that 
  35. %          counts how many lines of length 5 (any orientation) with
  36. %          low contrast, less than or equal to 5, go through the region.
  37. %     5.  short-line-density-2:  same as short-line-density-5 but counts lines
  38. %          of high contrast, greater than 5.
  39. %     6.  vedge-mean:  measure the contrast of horizontally
  40. %          adjacent pixels in the region.  There are 6, the mean and 
  41. %          standard deviation are given.  This attribute is used as
  42. %         a vertical edge detector.
  43. %     7.  vegde-sd:  (see 6)
  44. %     8.  hedge-mean:  measures the contrast of vertically adjacent
  45. %           pixels. Used for horizontal line detection. 
  46. %     9.  hedge-sd: (see 8).
  47. %     10. intensity-mean:  the average over the region of (R + G + B)/3
  48. %     11. rawred-mean: the average over the region of the R value.
  49. %     12. rawblue-mean: the average over the region of the B value.
  50. %     13. rawgreen-mean: the average over the region of the G value.
  51. %     14. exred-mean: measure the excess red:  (2R - (G + B))
  52. %     15. exblue-mean: measure the excess blue:  (2B - (G + R))
  53. %     16. exgreen-mean: measure the excess green:  (2G - (R + B))
  54. %     17. value-mean:  3-d nonlinear transformation
  55. %          of RGB. (Algorithm can be found in Foley and VanDam, Fundamentals
  56. %          of Interactive Computer Graphics)
  57. %     18. saturatoin-mean:  (see 17)
  58. %     19. hue-mean:  (see 17)
  59. % 
  60. % 8. Missing Attribute Values: None
  61. % 
  62. % 9. Class Distribution: 
  63. % 
  64. %    Classes:  brickface, sky, foliage, cement, window, path, grass.
  65. % 
  66. %    30 instances per class for training data.
  67. %    300 instances per class for test data.
  68. % 
  69. %
  70. %
  71. %
  72. %
  73. % Relabeled values in attribute class
  74. %    From: 1                       To: brickface           
  75. %    From: 2                       To: sky                 
  76. %    From: 3                       To: foliage             
  77. %    From: 4                       To: cement              
  78. %    From: 5                       To: window              
  79. %    From: 6                       To: path                
  80. %    From: 7                       To: grass               
  81. %
  82. @relation segment
  84. @attribute region-centroid-col numeric
  85. @attribute region-centroid-row numeric
  86. @attribute region-pixel-count numeric
  87. @attribute short-line-density-5 numeric
  88. @attribute short-line-density-2 numeric
  89. @attribute vedge-mean numeric
  90. @attribute vegde-sd numeric
  91. @attribute hedge-mean numeric
  92. @attribute hedge-sd numeric
  93. @attribute intensity-mean numeric
  94. @attribute rawred-mean numeric
  95. @attribute rawblue-mean numeric
  96. @attribute rawgreen-mean numeric
  97. @attribute exred-mean numeric
  98. @attribute exblue-mean numeric
  99. @attribute exgreen-mean numeric
  100. @attribute value-mean numeric
  101. @attribute saturation-mean numeric
  102. @attribute hue-mean numeric
  103. @attribute class {brickface,sky,foliage,cement,window,path,grass}
  105. @data
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  108. 118,180,9,0,0,1.94444,1.48199,3.11111,1.08866,48.5556,44.1111,59,42.5556,-13.3333,31.3333,-18,59,0.278822,-1.99604,path
  109. 6,174,9,0,0,1.88889,1.00741,2.88889,4.02963,19.0741,15.1111,17.7778,24.3333,-11.8889,-3.88889,15.7778,24.3333,0.381867,2.39502,grass
  110. 152,220,9,0,0,0.944445,0.685185,1.44444,2.16296,14.6296,11.5556,13.1111,19.2222,-9.22222,-4.55556,13.7778,19.2222,0.416705,2.30688,grass
  111. 189,142,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
  112. 108,144,9,0,0,0.388889,0.151852,0.222222,0.074074,0.962963,0,2.88889,0,-2.88889,5.77778,-2.88889,2.88889,1,-2.0944,foliage
  113. 127,121,9,0,0,1.66667,0.800001,2,2.44444,23.1111,21.6667,30.1111,17.5556,-4.33333,21,-16.6667,30.1111,0.415524,-1.74074,brickface
  114. 99,198,9,0,0,5.05555,6.434,5.66667,5.79271,58.3333,51.8889,72.3333,50.7778,-19.3333,42,-22.6667,72.3333,0.299654,-2.03587,path
  115. 172,218,9,0,0,2.55556,2.42963,1.61111,2.41852,14.9259,11.8889,13.7778,19.1111,-9.11111,-3.44444,12.5556,19.1111,0.386456,2.36215,grass
  116. 233,184,9,0,0,0.5,0.077778,0.777778,0.785185,11.8519,9.77778,9.88889,15.8889,-6.22222,-5.88889,12.1111,15.8889,0.405556,2.12865,grass
  117. 52,82,9,0,0,3.27778,0.462964,1.33333,0.488889,44.8889,41.5556,53.1111,40,-10,24.6667,-14.6667,53.1111,0.246605,-1.97178,cement
  118. 63,158,9,0.111111,0,0.999999,1.05409,1.88889,1.29386,22.1852,16.4444,22.2222,27.8889,-17.2222,0.111111,17.1111,27.8889,0.411811,2.62471,grass
  119. 61,197,9,0,0,1.44444,1.51535,2.61111,1.92546,49.5926,44.2222,61.5556,43,-16.1111,35.8889,-19.7778,61.5556,0.302925,-2.02227,path
  120. 33,99,9,0,0,1.55556,1.25904,2.44444,1.12875,15.4815,11.2222,23.7778,11.4444,-12.7778,24.8889,-12.1111,23.7778,0.54148,-2.1125,window
  121. 64,114,9,0,0,5.16667,6.32016,8.83333,8.66859,29.8148,18.3333,47.2222,23.8889,-34.4444,52.2222,-17.7778,47.2222,0.629245,-2.29538,foliage
  122. 96,80,9,0.111111,0,1.55556,4.16296,2.5,1.9,26,24,34.4444,19.5556,-6,25.3333,-19.3333,34.4444,0.432471,-1.77359,brickface
  123. 199,140,9,0,0,0.444444,0.251852,0.5,0.388889,6,7.44444,6.88889,3.66667,4.33333,2.66667,-7,7.55556,0.513889,-0.91962,brickface
  124. 244,82,9,0,0,0.611111,1.02017,2.72222,2.53348,15.5185,11.6667,22.4444,12.4444,-11.5556,20.7778,-9.22222,22.4444,0.481601,-2.17063,window
  125. 142,100,9,0,0,0.666667,0.266666,1.38889,0.907407,22.2222,21.7778,28.4444,16.4444,-1.33333,18.6667,-17.3333,28.4444,0.421994,-1.6233,brickface
  126. 44,33,9,0,0,1.16666,0.936897,1.05555,0.854183,125.889,114.667,141.778,121.222,-33.6667,47.6667,-14,141.778,0.191215,-2.348,sky
  127. 45,67,9,0,0,0.666667,0.298141,1.05555,0.646929,64.7407,57.1111,80.4444,56.6667,-22.8889,47.1111,-24.2222,80.4444,0.298145,-2.07666,cement
  128. 224,34,9,0,0,1.33333,0.966091,1,0.632455,123.222,111.444,140,118.222,-35.3333,50.3333,-15,140,0.20392,-2.34338,sky
  129. 89,221,9,0,0,1.38889,1.48518,1.44444,1.58519,14.0741,10.6667,12.4444,19.1111,-10.2222,-4.88889,15.1111,19.1111,0.446012,2.31721,grass
  130. 45,185,9,0.111111,0,2.16667,3.72222,1.94444,2.68519,18.6667,14.6667,17.1111,24.2222,-12,-4.66667,16.6667,24.2222,0.400872,2.36183,grass
  131. 11,108,9,0,0,1.33333,0.8,1.38889,0.951852,17.6667,19,21.1111,12.8889,4,10.3333,-14.3333,21.1111,0.388756,-1.30213,brickface
  132. 211,154,9,0,0,0.111111,0.02963,0.388889,0.062963,0.259259,0,0.777778,0,-0.777778,1.55556,-0.777778,0.777778,0.555556,-2.0944,window
  133. 174,112,9,0,0,2.38889,0.996295,0.666666,0.799999,31.6296,24.2222,43.6667,27,-22.2222,36.1111,-13.8889,43.6667,0.445039,-2.24477,window
  134. 160,110,9,0,0,0.833333,0.691214,0.444444,0.272165,31.6296,27.2222,39.3333,28.3333,-13.2222,23.1111,-9.88889,39.3333,0.307444,-2.18724,window
  135. 80,40,9,0,0,0.611111,0.574132,0.722223,0.772203,110.704,96.2222,129,106.889,-43.4444,54.8889,-11.4444,129,0.254051,-2.43469,sky
  136. 35,189,9,0,0,2.55555,2.87407,4.5,15.3667,31.9259,29,38.5556,28.2222,-8.77778,19.8889,-11.1111,38.5556,0.262981,-2.02223,path
  137. 11,163,9,0,0,1.05556,0.928958,2.5,1.31234,19.8148,17.4444,16.6667,25.3333,-7.11111,-9.44444,16.5556,25.3333,0.344267,2.00168,grass
  138. 138,21,9,0,0,0.666665,0.760117,1,0.516396,127.296,116.222,143.111,122.556,-33.2222,47.4444,-14.2222,143.111,0.187853,-2.33938,sky
  139. 118,38,9,0,0,0.777777,0.58373,0.888888,1.06806,124.852,113.333,141.667,119.556,-34.5556,50.4444,-15.8889,141.667,0.199972,-2.32292,sky
  140. 140,125,9,0,0,0.666667,0.222222,2.66667,3.77778,3.92593,1.55556,7.77778,2.44444,-7.11111,11.5556,-4.44444,7.77778,0.853199,-2.23424,foliage
  141. 145,163,9,0,0,3.11111,13.4963,18.6667,27.2445,39.4444,34,47.7778,36.5556,-16.3333,25,-8.66667,48.1111,0.281536,-2.42532,path
  142. 185,102,9,0,0,11.0556,73.7074,0.444445,0.207407,56.7778,51.1111,69.1111,50.1111,-17,37,-20,69.1111,0.274353,-2.03405,cement
  143. 152,155,9,0,0,0.5,0.611111,10.7778,131.807,7.2963,5.33333,11,5.55556,-5.88889,11.1111,-5.22222,11,0.5,-2.11557,window
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  146. 28,162,9,0.111111,0,1.16667,0.62361,1.44444,1.32777,25.1111,19.6667,26.1111,29.5556,-16.3333,3,13.3333,29.5556,0.335127,2.76904,grass
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  160. 214,143,9,0,0,0.111111,0.172133,0.444444,0.172133,0.666667,0.222222,1.77778,0,-1.33333,3.33333,-2,1.77778,0.888889,-1.98694,window
  161. 176,100,9,0,0,1.94444,0.774075,1.44444,0.651851,55.3704,50.3333,66.8889,48.8889,-15.1111,34.5556,-19.4444,66.8889,0.268621,-2.00619,cement
  162. 17,108,9,0,0,1.27778,0.64693,1.16667,0.912871,1.85185,0.555556,3.33333,1.66667,-3.88889,4.44444,-0.555556,3.33333,0.875926,-2.46385,foliage
  163. 103,226,9,0,0,1.72222,1.70741,1.61111,1.75185,13.4815,10.2222,11.8889,18.3333,-9.77778,-4.77778,14.5556,18.3333,0.442456,2.30385,grass
  164. 245,129,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
  165. 94,127,9,0,0,0.777778,0.501849,0.777778,0.688531,2.74074,0.555556,5.55556,2.11111,-6.55556,8.44444,-1.88889,5.55556,0.915344,-2.40894,foliage
  166. 178,35,9,0,0,0.444445,0.344265,0.388889,0.250924,13.4815,10.3333,19.2222,10.8889,-9.44444,17.2222,-7.77778,19.2222,0.459288,-2.15333,window
  167. 191,180,9,0.111111,0,3.55556,1.18634,2.22222,1.10889,60.0741,53.2222,75.4444,51.5556,-20.5556,46.1111,-25.5556,75.4444,0.31801,-2.02215,path
  168. 206,30,9,0,0,0.777777,0.501847,0.833332,0.547723,123.333,112.778,139.667,117.556,-31.6667,49,-17.3333,139.667,0.19251,-2.27951,sky
  169. 145,248,9,0,0,2.05556,1.71809,2.11111,1.37706,26.8889,23.2222,25.1111,32.3333,-11,-5.33333,16.3333,32.3333,0.291675,2.2851,grass
  170. 247,108,9,0.111111,0,0.722222,0.611616,2.11111,1.95126,14.5185,11.3333,20.5556,11.6667,-9.55556,18.1111,-8.55556,20.5556,0.45603,-2.12716,window
  171. 147,34,9,0,0,4.61111,4.15487,0.777779,0.779362,47.5926,41.1111,60,41.6667,-19.4444,37.2222,-17.7778,60,0.317542,-2.12287,cement
  172. 24,215,9,0.222222,0,0.833333,0.809664,2.55556,1.25904,18.0741,14.2222,15.4444,24.5556,-11.5556,-7.88889,19.4444,24.5556,0.425213,2.22401,grass
  173. 163,151,9,0,0,3.83333,11.0556,1.55556,2.25185,30.4815,23.1111,42.7778,25.5556,-22.1111,36.8889,-14.7778,42.7778,0.457448,-2.21963,cement
  174. 179,101,9,0,0,0.444448,0.385187,0.611109,0.329633,134.926,126.444,147.222,131.111,-25.4444,36.8889,-11.4444,147.222,0.141107,-2.32873,sky
  175. 114,121,9,0,0,0.444444,0.118518,0.611111,0.107407,6.40741,8,7.44444,3.77778,4.77778,3.11111,-7.88889,8,0.528219,-0.914324,brickface
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