% ----------------------------------------------------------------------------
% 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 1,500 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

38,189,9,0,0,1,0.222222,6.22222,33.3185,29.0741,26.3333,35.2222,25.6667,-8.22222,18.4444,-10.2222,35.2222,0.271208,-2.04915,path
25,199,9,0,0,1.11111,0.607407,1.05556,0.462963,17.5185,13.1111,17.8889,21.5556,-13.2222,1.11111,12.1111,21.5556,0.393002,2.69011,grass
49,139,9,0,0,0.166667,0.077778,0.333333,0.088889,0.444444,0,1.33333,0,-1.33333,2.66667,-1.33333,1.33333,0.777778,-2.0944,foliage
63,220,9,0,0,3.05556,15.263,3.66667,6.08889,8.18519,6.55556,6.44444,11.5556,-4.88889,-5.22222,10.1111,11.5556,0.486717,2.09315,grass
161,135,9,0,0,0.055556,0.136083,0.111111,0.172133,1.25926,0.777778,3,0,-1.44444,5.22222,-3.77778,3,1,-1.82221,window
235,88,9,0,0,0.611111,0.240741,0.944445,0.32963,2.77778,0.444444,6.44444,1.44444,-7,11,-4,6.44444,0.938492,-2.26954,foliage
67,32,9,0,0,0.944444,1.06284,1.77778,1.31092,126.222,115.111,142.222,121.333,-33.3333,48,-14.6667,142.222,0.190625,-2.33375,sky
188,182,9,0,0,1.61111,0.742868,4.16667,2.12655,58,51.8889,72.4444,49.6667,-18.3333,43.3333,-25,72.4444,0.314281,-1.99159,path
217,245,9,0.111111,0.111111,3.16667,3.01662,2.16667,1.24276,9.74074,7.44444,7.11111,14.6667,-6.88889,-7.88889,14.7778,14.6667,0.572767,2.06945,grass
9,171,9,0,0,1.5,1.00554,2.77778,1.64204,45.9259,41,57.2222,39.5556,-14.7778,33.8889,-19.1111,57.2222,0.307943,-2.01072,path
149,117,9,0.222222,0,0.833333,0.255556,1,0.444445,21.2222,21.1111,26.3333,16.2222,-0.333333,15.3333,-15,26.3333,0.382629,-1.57448,brickface
136,139,9,0,0,0.666667,0.177778,0.777778,0.207407,5.33333,6.55556,6.44444,3,3.66667,3.33333,-7,6.88889,0.566799,-1.00494,brickface
214,79,9,0,0,1.27778,0.862963,1.33333,0.533333,4.85185,2,9.22222,3.33333,-8.55556,13.1111,-4.55556,9.22222,0.791667,-2.28898,foliage
118,125,9,0,0,0.333333,0.298142,0.888889,0.344265,1.14815,0,3.11111,0.333333,-3.44444,5.88889,-2.44444,3.11111,1,-2.17565,foliage
83,53,9,0,0,0.555555,0.455419,0.722223,0.490652,123.444,112.333,138.222,119.778,-33.3333,44.3333,-11,138.222,0.187217,-2.39327,sky
70,38,9,0,0,1.22222,0.272166,1,0.760116,58,50,74.3333,49.6667,-24,49,-25,74.3333,0.336015,-2.0785,cement
96,84,9,0,0,1.5,1.27778,1.61111,2.28519,23.8519,23.5556,30,18,-0.888889,18.4444,-17.5556,30,0.398791,-1.59887,brickface
151,129,9,0,0,8.05556,8.14157,0.722222,0.827758,32.037,27.5556,41.1111,27.4444,-13.4444,27.2222,-13.7778,41.1111,0.338407,-2.0788,cement
98,144,9,0,0,0.222222,0.02963,0.333333,0.088889,1,0,3,0,-3,6,-3,3,1,-2.0944,foliage
146,140,9,0,0,1.05556,0.462963,1,0.577778,6.33333,7.88889,7.33333,3.77778,4.66667,3,-7.66667,8.22222,0.537017,-0.909267,brickface
162,237,9,0.111111,0,2.27778,1.14342,2.66667,2.56472,13.2222,10.8889,10,18.7778,-7,-9.66667,16.6667,18.7778,0.472826,1.99038,grass
155,27,9,0,0,1.05556,0.240737,1.44445,0.25185,137.519,132.556,146.556,133.444,-14.8889,27.1111,-12.2222,146.556,0.098472,-2.14672,sky
83,198,9,0,0,2.38889,1.49691,4.83333,3.00925,59.7778,53.1111,74,52.2222,-20,42.6667,-22.6667,74,0.296314,-2.05057,path
94,104,9,0,0,6.61111,1.42075,1,0.516399,55.7407,48.8889,69.5556,48.7778,-20.5556,41.4444,-20.8889,69.5556,0.303071,-2.08549,cement
220,111,9,0,0,2.55556,1.65552,2.27778,1.59745,29.5926,25.4444,38.2222,25.1111,-12.4444,25.8889,-13.4444,38.2222,0.349325,-2.06472,cement
157,85,9,0,0,1.22222,1.24127,0.222222,0.172133,18.9259,14.5556,26.8889,15.3333,-13.1111,23.8889,-10.7778,26.8889,0.459024,-2.16091,window
18,145,9,0,0,0.388889,0.018519,0.611111,0.374074,3.92593,5.55556,4,2.22222,4.88889,0.222222,-5.11111,5.55556,0.600529,-0.57094,brickface
95,191,9,0,0.111111,3.16667,2.78687,6,5.18545,60.2593,52.4444,76.2222,52.1111,-23.4444,47.8889,-24.4444,76.2222,0.320865,-2.07765,path
112,38,9,0,0,11.0556,11.0743,1.11111,1.06805,64.6296,58.2222,78.4444,57.2222,-19.2222,41.4444,-22.2222,78.4444,0.271659,-2.03882,cement
206,133,9,0,0,0.055556,0.136083,0.055556,0.136083,0.37037,0,1.11111,0,-1.11111,2.22222,-1.11111,1.11111,1,-2.0944,window
222,145,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
217,208,9,0,0,2.5,2.16667,2.66667,2.44445,16.0741,12.6667,14.4444,21.1111,-10.2222,-4.88889,15.1111,21.1111,0.40213,2.31093,grass
189,187,9,0,0,1.22222,1.0037,3.05556,2.38902,48.5185,44.1111,59.8889,41.5556,-13.2222,34.1111,-20.8889,59.8889,0.305755,-1.94747,path
222,93,9,0,0,1.72222,0.062963,0.166667,0.033333,2.44444,1,5.44444,0.888889,-4.33333,9,-4.66667,5.44444,0.878395,-2.07507,window
97,130,9,0,0,0.722222,0.507407,1.05556,0.685185,5.85185,7.33333,6.88889,3.33333,4.44444,3.11111,-7.55556,7.66667,0.570106,-0.963048,brickface
21,64,9,0,0,16.2778,12.9485,20.2222,17.6291,31,24.6667,38,30.3333,-19,21,-2,38,0.400746,-2.59382,foliage
96,193,9,0,0,1.33333,1.11555,1.83333,1.84692,62.7037,54.7778,78.7778,54.5556,-23.7778,48.2222,-24.4444,78.7778,0.310288,-2.08494,path
41,150,9,0,0,1.77778,1.94074,2.16667,1.5,20.7407,16.2222,29.2222,16.7778,-13.5556,25.4444,-11.8889,29.2222,0.441573,-2.13488,cement
154,120,9,0,0,0.444444,0.02963,0.444445,0.118518,5.96296,7.77778,6.77778,3.33333,5.44444,2.44444,-7.88889,7.77778,0.569444,-0.820403,brickface
137,66,9,0,0,2.61111,3.04074,2.94444,3.88518,28.4074,25.3333,38.2222,21.6667,-9.22222,29.4444,-20.2222,38.2222,0.430558,-1.84499,brickface
46,238,9,0,0,1.05556,0.827759,2.16667,1.8227,13.2593,9.66667,12.6667,17.4444,-10.7778,-1.77778,12.5556,17.4444,0.445509,2.50823,grass
254,159,9,0,0,3.55556,7.54074,14.8333,152.7,36.6296,31.3333,46.2222,32.3333,-15.8889,28.7778,-12.8889,46.2222,0.294845,-2.31687,path
175,14,9,0,0,0.888888,0.807371,1.22222,0.779361,113.815,100.111,132.111,109.222,-41.1111,54.8889,-13.7778,132.111,0.24216,-2.39111,sky
243,48,9,0,0,1.22222,0.207406,1.27778,1.26297,134.852,127.556,146.111,130.889,-21.8889,33.7778,-11.8889,146.111,0.126968,-2.27843,sky
223,175,9,0,0,3.77778,3.12457,7.16667,4.68923,57.8519,50.7778,72.7778,50,-21.2222,44.7778,-23.5556,72.7778,0.312834,-2.05935,path
252,176,9,0,0.111111,1.88889,1.14827,5.05556,2.85514,52.9259,46.3333,67,45.4444,-19.7778,42.2222,-22.4444,67,0.32042,-2.05164,path
186,218,9,0,0,1.16667,0.744444,1.16667,0.655555,13.7037,10.6667,12.6667,17.7778,-9.11111,-3.11111,12.2222,17.7778,0.401347,2.38268,grass
107,21,9,0,0,0.666662,0.516398,1.16667,0.408248,126.778,115.778,141.889,122.667,-33,45.3333,-12.3333,141.889,0.184022,-2.37037,sky
84,51,9,0,0,1.77778,1.62963,2.66667,0.888889,25.7407,22.6667,35.1111,19.4444,-9.22222,28.1111,-18.8889,35.1111,0.446118,-1.87303,brickface
156,32,9,0,0,0.777774,0.162964,2.61111,1.04074,136.296,129.778,146.333,132.778,-19.5556,30.1111,-10.5556,146.333,0.113055,-2.28076,sky
14,135,9,0,0,0.277778,0.062963,0.277778,0.062963,2.88889,1.66667,6,1,-3.66667,9.33333,-5.66667,6,0.832275,-1.95855,window
142,183,9,0.111111,0,1,0.869228,1.55556,1.48574,43.1852,40.2222,52,37.3333,-8.88889,26.4444,-17.5556,52,0.28154,-1.88773,path
191,47,9,0,0,0.444445,0.385188,1.11111,0.38519,135.741,129,146.333,131.889,-20.2222,31.7778,-11.5556,146.333,0.118399,-2.26255,sky
113,128,9,0,0,0.222222,0.074074,0.388889,0.151852,0.740741,0,2.22222,0,-2.22222,4.44444,-2.22222,2.22222,1,-2.0944,foliage
228,114,9,0,0,0.388889,0.062963,0.833333,0.122222,5.88889,7,7.44444,3.22222,3.33333,4.66667,-8,7.44444,0.56746,-1.15184,brickface
14,60,9,0,0,0.555555,0.785184,1.05556,0.062963,19.3333,18.8889,24.7778,14.3333,-1.33333,16.3333,-15,24.7778,0.419248,-1.62339,brickface
241,145,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
199,97,9,0.111111,0,2.72222,1.25462,0.5,0.182574,47.8148,46,54.1111,43.3333,-5.44444,18.8889,-13.4444,54.1111,0.199351,-1.83678,cement
228,90,9,0,0,1.83333,2.20857,2.22222,2.46456,16.8519,12.8889,24.4444,13.2222,-11.8889,22.7778,-10.8889,24.4444,0.475549,-2.12273,window
151,187,9,0,0,1.22222,0.740741,2.05556,1.04074,11.6296,9.33333,9.66667,15.8889,-6.88889,-5.88889,12.7778,15.8889,0.428363,2.15664,grass
237,83,9,0,0,0.722222,0.418518,5.83333,20.9222,9.88889,6,17,6.66667,-11.6667,21.3333,-9.66667,17,0.676581,-2.15026,window
8,226,9,0,0,2.88889,1.98513,1.11111,0.45542,18,14,15.7778,24.2222,-12,-6.66667,18.6667,24.2222,0.424404,2.27303,grass
37,120,9,0,0,0.833333,0.344444,1.05556,0.462963,1.92593,0.222222,4.44444,1.11111,-5.11111,7.55556,-2.44444,4.44444,0.962963,-2.29808,foliage
45,108,9,0,0.111111,25.5,12.7954,27.2778,15.931,49.8148,41.7778,61.1111,46.5556,-24.1111,33.8889,-9.77778,61.1111,0.358975,-2.36049,foliage
23,219,9,0,0,1.5,1.00554,1.72222,0.928957,13.3704,10.8889,12,17.2222,-7.44444,-4.11111,11.5556,17.2222,0.371914,2.25533,grass
44,157,9,0,0,0.833334,0.3,2.94444,7.61852,24.2963,19.2222,24.2222,29.4444,-15.2222,-0.222222,15.4444,29.4444,0.350043,2.6043,grass
61,92,9,0,0,1.27778,1.06284,0.555555,0.620633,17.2593,12.8889,25.7778,13.1111,-13.1111,25.5556,-12.4444,25.7778,0.499695,-2.11184,window
102,179,9,0.111111,0,1.83333,1.53116,2.44444,1.88168,49.1852,44.8889,59.7778,42.8889,-12.8889,31.7778,-18.8889,59.7778,0.282687,-1.9704,path
221,107,9,0,0,1.16667,0.211111,0.833333,0.344444,2.22222,0.333333,5.33333,1,-5.66667,9.33333,-3.66667,5.33333,0.94709,-2.22635,foliage
168,187,9,0,0,3.5,2.16795,2.83333,1.60208,58,52.5556,71.4444,50,-16.3333,40.3333,-24,71.4444,0.29965,-1.96667,path
42,56,9,0,0,1.05556,0.951851,1.33333,1.6,22.7407,21.1111,30.2222,16.8889,-4.88889,22.4444,-17.5556,30.2222,0.440708,-1.75941,brickface
98,133,9,0,0,0.555555,0.172133,0.388889,0.327731,0.962963,0,2.77778,0.111111,-2.88889,5.44444,-2.55556,2.77778,1,-2.12325,foliage
196,95,9,0,0,1.72222,1.12382,1.33333,1.26491,7.62963,6.77778,10.7778,5.33333,-2.55556,9.44444,-6.88889,10.7778,0.512566,-1.74926,window
226,141,9,0,0,0.5,0.433333,0.777778,0.385185,5.40741,7,6.22222,3,4.77778,2.44444,-7.22222,7,0.574074,-0.843732,brickface
71,113,9,0,0,0.722222,0.240741,0.722222,0.151852,5.48148,7.11111,6.33333,3,4.88889,2.55556,-7.44444,7.11111,0.580026,-0.851202,brickface
144,169,9,0,0,1.11111,0.779364,1.38889,0.742867,17.1111,13.4444,18,19.8889,-11,2.66667,8.33333,19.8889,0.324965,2.83482,grass
16,51,9,0,0,0.722223,0.443054,0.833335,0.722649,122.963,110.667,140.778,117.444,-36.8889,53.4444,-16.5556,140.778,0.213813,-2.33046,sky
124,29,9,0,0,1,0.711108,1.05555,0.907417,128.444,119.222,142.889,123.222,-27.6667,43.3333,-15.6667,142.889,0.165616,-2.27113,sky
158,151,9,0,0,0.388889,0.389682,4.44444,4.04237,19,15.2222,18.3333,23.4444,-11.3333,-2,13.3333,23.4444,0.352606,2.50525,grass
189,107,9,0,0,2.66667,0.699206,0.833333,0.72265,27.7778,23.4444,35.1111,24.7778,-13,22,-9,35.1111,0.332407,-2.2015,window
239,122,9,0,0,0.277778,0.062963,0.333333,0.177778,5.55556,7,6.66667,3,4.33333,3.33333,-7.66667,7.22222,0.581349,-0.953435,brickface
104,103,9,0.111111,0,0.944445,0.534027,0.666667,0.596285,58.8889,52.2222,72.6667,51.7778,-20,41.3333,-21.3333,72.6667,0.287394,-2.07113,cement
138,188,9,0,0,2.05556,1.35674,1.11111,0.750309,60.3333,53.5556,74.8889,52.5556,-20.3333,43.6667,-23.3333,74.8889,0.299511,-2.04721,path
33,131,9,0,0,0.444444,0.807373,1,1.09545,0.740741,0.222222,1.77778,0.222222,-1.55556,3.11111,-1.55556,1.77778,0.407407,-2.0944,foliage
233,105,9,0,0,6.27778,2.31341,0.944445,0.742867,15.1852,12.6667,19.7778,13.1111,-7.55556,13.7778,-6.22222,19.7778,0.353768,-2.16157,window
143,20,9,0,0,1.11112,0.75031,1.27778,0.928959,127.333,116.778,142.667,122.556,-31.6667,46,-14.3333,142.667,0.181475,-2.32692,sky
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