% ----------------------------------------------------------------------------
% This is a subset of the segmentation data (i.e. a subset of the combined 
% original training and test datasets). The description below refers
% to the original dataset. This subset has 810 instances. The distribution
% of classes is NOT stratified in this subset.
% ----------------------------------------------------------------------------
%
% 1. Title: Image Segmentation data
% 
% 2. Source Information
%    -- Creators: Vision Group, University of Massachusetts
%    -- Donor: Vision Group (Carla Brodley, brodley@cs.umass.edu)
%    -- Date: November, 1990
%  
% 3. Past Usage: None yet published
% 
% 4. Relevant Information:
% 
%    The instances were drawn randomly from a database of 7 outdoor 
%    images.  The images were handsegmented to create a classification
%    for every pixel.  
% 
%    Each instance is a 3x3 region.
% 
% 5. Number of Instances: Training data: 210  Test data: 2100
% 
% 6. Number of Attributes: 19 continuous attributes
% 
% 7. Attribute Information:
% 
%     1.  region-centroid-col:  the column of the center pixel of the region.
%     2.  region-centroid-row:  the row of the center pixel of the region.
%     3.  region-pixel-count:  the number of pixels in a region = 9.
%     4.  short-line-density-5:  the results of a line extractoin algorithm that 
%          counts how many lines of length 5 (any orientation) with
%          low contrast, less than or equal to 5, go through the region.
%     5.  short-line-density-2:  same as short-line-density-5 but counts lines
%          of high contrast, greater than 5.
%     6.  vedge-mean:  measure the contrast of horizontally
%          adjacent pixels in the region.  There are 6, the mean and 
%          standard deviation are given.  This attribute is used as
%         a vertical edge detector.
%     7.  vegde-sd:  (see 6)
%     8.  hedge-mean:  measures the contrast of vertically adjacent
%           pixels. Used for horizontal line detection. 
%     9.  hedge-sd: (see 8).
%     10. intensity-mean:  the average over the region of (R + G + B)/3
%     11. rawred-mean: the average over the region of the R value.
%     12. rawblue-mean: the average over the region of the B value.
%     13. rawgreen-mean: the average over the region of the G value.
%     14. exred-mean: measure the excess red:  (2R - (G + B))
%     15. exblue-mean: measure the excess blue:  (2B - (G + R))
%     16. exgreen-mean: measure the excess green:  (2G - (R + B))
%     17. value-mean:  3-d nonlinear transformation
%          of RGB. (Algorithm can be found in Foley and VanDam, Fundamentals
%          of Interactive Computer Graphics)
%     18. saturatoin-mean:  (see 17)
%     19. hue-mean:  (see 17)
% 
% 8. Missing Attribute Values: None
% 
% 9. Class Distribution: 
% 
%    Classes:  brickface, sky, foliage, cement, window, path, grass.
% 
%    30 instances per class for training data.
%    300 instances per class for test data.
% 
%
%
%
%
% Relabeled values in attribute class
%    From: 1                       To: brickface           
%    From: 2                       To: sky                 
%    From: 3                       To: foliage             
%    From: 4                       To: cement              
%    From: 5                       To: window              
%    From: 6                       To: path                
%    From: 7                       To: grass               
%
@relation segment

@attribute region-centroid-col numeric
@attribute region-centroid-row numeric
@attribute region-pixel-count numeric
@attribute short-line-density-5 numeric
@attribute short-line-density-2 numeric
@attribute vedge-mean numeric
@attribute vegde-sd numeric
@attribute hedge-mean numeric
@attribute hedge-sd numeric
@attribute intensity-mean numeric
@attribute rawred-mean numeric
@attribute rawblue-mean numeric
@attribute rawgreen-mean numeric
@attribute exred-mean numeric
@attribute exblue-mean numeric
@attribute exgreen-mean numeric
@attribute value-mean numeric
@attribute saturation-mean numeric
@attribute hue-mean numeric
@attribute class {brickface,sky,foliage,cement,window,path,grass}

@data

144,35,9,0,0,2.33333,2.03306,2.05556,1.73098,37.5926,32.3333,47.4444,33,-15.7778,29.5556,-13.7778,47.4444,0.319714,-2.13876,cement
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
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
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
189,142,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
138,21,9,0,0,0.666665,0.760117,1,0.516396,127.296,116.222,143.111,122.556,-33.2222,47.4444,-14.2222,143.111,0.187853,-2.33938,sky
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
140,125,9,0,0,0.666667,0.222222,2.66667,3.77778,3.92593,1.55556,7.77778,2.44444,-7.11111,11.5556,-4.44444,7.77778,0.853199,-2.23424,foliage
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
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
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
208,240,9,0.111111,0,1.05556,0.862963,2.44444,5.00741,14.1481,10.8889,13,18.5556,-9.77778,-3.44444,13.2222,18.5556,0.421621,2.39249,grass
229,195,9,0,0,4.16667,2.27792,4.11111,2.24763,47.7037,42.4444,58.8889,41.7778,-15.7778,33.5556,-17.7778,58.8889,0.290278,-2.0527,path
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
123,186,9,0,0,3.61111,3.02887,9.44444,7.93212,51.7778,46.5556,63.6667,45.1111,-15.6667,35.6667,-20,63.6667,0.290148,-2.0141,path
120,136,9,0,0,0.611111,0.418519,1,0.444444,6.25926,7.77778,7.22222,3.77778,4.55556,2.88889,-7.44444,8,0.529541,-0.924607,brickface
215,123,9,0,0,0.333333,0.133333,0.666667,0.044444,1.37037,0,3.77778,0.333333,-4.11111,7.22222,-3.11111,3.77778,1,-2.16987,foliage
59,116,9,0,0,3,2.81267,0.777778,0.45542,21.963,17.8889,29.5556,18.4444,-12.2222,22.7778,-10.5556,29.5556,0.395663,-2.14478,window
90,134,9,0,0,0.388889,0.018519,0.944444,0.151852,2.11111,1,4.66667,0.666667,-3.33333,7.66667,-4.33333,4.66667,0.881481,-2.01314,window
180,224,9,0,0,3.72222,3.70741,3.61111,5.61852,15.1852,11.6667,13.3333,20.5556,-10.5556,-5.55556,16.1111,20.5556,0.443375,2.29826,grass
17,18,9,0,0,1.22222,1.29386,1.27778,1.25462,125.63,114,142,120.889,-34.8889,49.1111,-14.2222,142,0.197105,-2.35218,sky
33,149,9,0,0,0.555556,0.251852,0.722222,0.151852,5.44444,4.11111,8.66667,3.55556,-4,9.66667,-5.66667,8.66667,0.578339,-1.9857,brickface
94,246,9,0,0,2.33333,1.61933,2.72222,0.772202,22.8148,18.8889,19.6667,29.8889,-11.7778,-9.44444,21.2222,29.8889,0.3748,2.15891,grass
247,159,9,0,0,2.55556,5.05185,15.7222,168.952,35.7778,30.4444,45,31.8889,-16,27.6667,-11.6667,45.4444,0.289218,-2.54935,path
170,226,9,0,0,1.55556,1.42465,2.38889,1.28956,11.8889,10.1111,8,17.5556,-5.33333,-11.6667,17,17.5556,0.54833,1.87251,grass
3,21,9,0,0,0.444445,0.607407,1.22222,0.118518,130.148,120.778,143.222,126.444,-28.1111,39.2222,-11.1111,143.222,0.15668,-2.35718,sky
16,117,9,0,0,0.277778,0.151852,0.5,0.211111,5.88889,6.88889,7.44444,3.33333,3,4.66667,-7.66667,7.44444,0.553571,-1.17969,brickface
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
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
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
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
245,129,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
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
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
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
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
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
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
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
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
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
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
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
207,58,9,0,0,0.833331,0.459469,1,0.421638,122,110.111,138.778,117.111,-35.6667,50.3333,-14.6667,138.778,0.206503,-2.34927,sky
157,184,9,0,0,1.27778,0.774074,1.33333,0.844445,19.4444,15.2222,18.2222,24.8889,-12.6667,-3.66667,16.3333,24.8889,0.38821,2.41945,grass
249,154,9,0,0.111111,4.22222,18.163,1.72222,3.17407,4.2963,2.55556,7.66667,2.66667,-5.22222,10.1111,-4.88889,7.66667,0.815344,-2.09581,window
163,68,9,0,0,1.83333,2.21111,1.55556,0.962963,56.7778,52,68.2222,50.1111,-14.3333,34.3333,-20,68.2222,0.265053,-1.98431,cement
220,149,9,0,0,0.111111,0.172133,0.111111,0.172133,0.037037,0,0.111111,0,-0.111111,0.222222,-0.111111,0.111111,0.111111,-2.0944,window
104,134,9,0,0,0.5,0.182574,0.833333,0.278887,1.77778,0.111111,3.88889,1.33333,-5,6.33333,-1.33333,3.88889,0.977778,-2.42251,foliage
131,144,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
11,62,9,0,0,0.888891,0.501849,0.722224,0.389681,66.7778,57.4444,84.6667,58.2222,-28,53.6667,-25.6667,84.6667,0.32276,-2.12446,cement
53,198,9,0,0,1.72222,1.85492,5.11111,1.60093,51.6667,45.5556,64.2222,45.2222,-18.3333,37.6667,-19.3333,64.2222,0.299707,-2.07262,path
58,109,9,0,0,0.888889,0.251852,2.83333,1.67778,4.2963,1.44444,8.44444,3,-8.55556,12.4444,-3.88889,8.44444,0.864482,-2.28379,foliage
234,177,9,0,0,1.11111,0.474073,0.888889,0.562963,16.2593,12.5556,15.4444,20.7778,-11.1111,-2.44444,13.5556,20.7778,0.396399,2.46212,grass
162,227,9,0,0,1.38889,0.996296,3.16667,8.61111,13.963,10.1111,14.4444,17.3333,-11.5556,1.44444,10.1111,17.4444,0.425501,2.70705,grass
238,98,9,0,0,1.33333,1.28889,1.27778,0.596297,52.8519,47.5556,64.6667,46.3333,-15.8889,35.4444,-19.5556,64.6667,0.28511,-2.02577,cement
37,104,9,0,0,7.83333,9.71311,22.1111,21.6186,18.6296,14.8889,23.4444,17.5556,-11.2222,14.4444,-3.22222,23.4444,0.607613,-2.42507,foliage
90,189,9,0,0,0.888889,0.779363,1.05556,0.827759,12.8889,10.4444,9.44444,18.7778,-7.33333,-10.3333,17.6667,18.7778,0.497095,1.98555,grass
22,60,9,0,0,0.5,0.3,1.27778,0.729629,19.9259,19.3333,25.7778,14.6667,-1.77778,17.5556,-15.7778,25.7778,0.430484,-1.65005,brickface
215,190,9,0.111111,0,1.38889,1.04172,2.61111,1.8429,19.8889,16,17.1111,26.5556,-11.6667,-8.33333,20,26.5556,0.403522,2.20441,grass
224,63,9,0,0,0.777776,0.296294,0.666668,0.177777,120.222,108.444,137.556,114.667,-35.3333,52,-16.6667,137.556,0.211484,-2.31588,sky
240,26,9,0,0,1.22222,1.0074,0.888888,0.207411,136.889,131,146.556,133.111,-17.6667,29,-11.3333,146.556,0.106102,-2.23072,sky
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