segment.arff

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UCI/segment.arff
TunedIT
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298.8 KB
2009-08-18 10:42:58
Description

Image Segmentation data (1990)
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% 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 real
@attribute region-centroid-row real
@attribute region-pixel-count real
@attribute short-line-density-5 real
@attribute short-line-density-2 real
@attribute vedge-mean real
@attribute vegde-sd real
@attribute hedge-mean real
@attribute hedge-sd real
@attribute intensity-mean real
@attribute rawred-mean real
@attribute rawblue-mean real
@attribute rawgreen-mean real
@attribute exred-mean real
@attribute exblue-mean real
@attribute exgreen-mean real
@attribute value-mean real
@attribute saturation-mean real
@attribute hue-mean real
@attribute class { brickface, sky, foliage, cement, window, path, grass}
@data
218,178,9,0.111111,0,0.833333,0.547722,1.11111,0.544331,59.6296,52.4444,75.2222,51.2222,-21.5556,46.7778,-25.2222,75.2222,0.318996,-2.04055,path
113,130,9,0,0,0.277778,0.250924,0.333333,0.365148,0.888889,0,2.55556,0.111111,-2.66667,5,-2.33333,2.55556,1,-2.12325,foliage
202,41,9,0,0,0.944448,0.772202,1.11111,1.0256,123.037,111.889,139.778,117.444,-33.4444,50.2222,-16.7778,139.778,0.199347,-2.29992,sky
32,173,9,0,0,1.72222,1.78159,9,6.74949,43.5926,39.5556,52.8889,38.3333,-12.1111,27.8889,-15.7778,52.8889,0.266914,-1.99886,path
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
149,185,9,0,0,1.55556,1.06805,3.05556,1.92546,49.3333,45.3333,59.5556,43.1111,-12,30.6667,-18.6667,59.5556,0.275889,-1.95277,path
197,229,9,0,0,1.38889,1.57407,1.16667,0.566666,17.7407,14.1111,17.8889,21.2222,-10.8889,0.444444,10.4444,21.2222,0.335717,2.6516,grass
29,111,9,0,0,0.388889,0.240741,0.611111,0.151852,5.40741,6.88889,6.33333,3,4.44444,2.77778,-7.22222,6.88889,0.564153,-0.897859,brickface
1,81,9,0,0,12.1667,267.456,9.22222,205.363,21.3333,14,30.5556,19.4444,-22,27.6667,-5.66667,30.5556,0.595282,-2.43841,foliage
69,85,9,0.111111,0,3.11111,8.20741,3.94444,9.44074,21.4444,20.4444,28.1111,15.7778,-3,20,-17,28.1111,0.437404,-1.65988,brickface
152,83,9,0,0,4.44444,1.32777,0.944444,0.680414,26.5185,23.3333,33.2222,23,-9.55556,20.1111,-10.5556,33.2222,0.307415,-2.06324,cement
248,153,9,0,0,0.277778,0.062963,0.111111,0.0296296,0.37037,0,1.11111,0,-1.11111,2.22222,-1.11111,1.11111,0.888889,-2.0944,window
137,141,9,0,0,0.0555556,0.136083,0.0555556,0.136083,0.037037,0,0.111111,0,-0.111111,0.222222,-0.111111,0.111111,0.111111,-2.0944,window
86,197,9,0.111111,0.111111,1.61111,1.45169,1.27778,1.10386,63.2222,56.2222,77.7778,55.6667,-21,43.6667,-22.6667,77.7778,0.285333,-2.06802,path
220,220,9,0.111111,0,2.27778,1.12963,2.27778,4.15185,6.44444,5.66667,5.33333,8.33333,-2.33333,-3.33333,5.66667,8.33333,0.427354,1.98437,grass
207,115,9,0,0,1.05556,0.32963,0.166667,0.0333333,1.22222,0.444444,2.88889,0.333333,-2.33333,5,-2.66667,2.88889,0.933333,-2.06554,window
6,51,9,0,0,1.66667,2,1.61111,2.10741,19.5926,18.7778,25.6667,14.3333,-2.44444,18.2222,-15.7778,25.6667,0.442861,-1.68129,brickface
203,182,9,0,0,3.72222,2.57696,3.61111,1.70511,54.9259,49.4444,68.1111,47.2222,-16.4444,39.5556,-23.1111,68.1111,0.306722,-1.98035,path
243,120,9,0,0,4.44444,4.35975,1.55555,1.83384,47.8519,44.7778,56.3333,42.4444,-9.22222,25.4444,-16.2222,56.3333,0.245321,-1.91073,cement
146,97,9,0,0,10.1111,4.5979,0.611111,0.574133,47.963,46,54.3333,43.5556,-5.88889,19.1111,-13.2222,54.3333,0.197115,-1.84074,cement
184,145,9,0,0,0.722222,0.611616,0.222222,0.272166,0.555556,0.333333,1.22222,0.111111,-0.666667,2,-1.33333,1.22222,0.527778,-1.92094,window
178,128,9,0,0,0.444444,0.340741,0.888889,0.207407,5.92593,7.88889,6.44444,3.44444,5.88889,1.55556,-7.44444,7.88889,0.563713,-0.7213,brickface
132,134,9,0,0,2.66667,3.15556,1.5,1.54444,6.18518,2.22222,11.4444,4.88889,-11.8889,15.7778,-3.88889,11.4444,0.833935,-2.38661,foliage
83,28,9,0,0,0.388889,0.136081,0.888887,0.455421,112.963,99.4444,131.111,108.333,-40.5556,54.4444,-13.8889,131.111,0.241511,-2.38788,sky
126,237,9,0,0,0.944444,0.240741,1,0.488889,5.77778,4.22222,4.22222,8.88889,-4.66667,-4.66667,9.33333,8.88889,0.553812,2.09723,grass
225,58,9,0,0,0.333334,0.421637,0.444445,0.344265,8.33333,5.55556,14.1111,5.33333,-8.33333,17.3333,-9,14.1111,0.622222,-2.06856,window
14,120,9,0,0,0.333333,0.133333,0.444444,0.296296,1.59259,0,3.88889,0.888889,-4.77778,6.88889,-2.11111,3.88889,1,-2.31572,foliage
5,210,9,0,0.111111,2.16667,1.67,4.44444,2.61336,51.2963,45.4444,64.3333,44.1111,-17.5556,39.1111,-21.5556,64.3333,0.317566,-2.0209,path
79,62,9,0,0,0.555556,0.385184,0.888887,0.607405,110.185,100.667,127.111,102.778,-28.5556,50.7778,-22.2222,127.111,0.208013,-2.17815,sky
18,83,9,0,0.111111,6.16667,9.98889,12.8889,28.7852,14.3704,9,22.6667,11.4444,-16.1111,24.8889,-8.77778,22.6667,0.664785,-2.27421,foliage
214,246,9,0,0,2.83333,1.91775,3,1.98886,17.5185,14.2222,15.4444,22.8889,-9.88889,-6.22222,16.1111,22.8889,0.391548,2.23285,grass
94,140,9,0,0,0.166667,0.0333333,0.333333,0.0444444,3.03704,1.77778,6.11111,1.22222,-3.77778,9.22222,-5.44444,6.11111,0.797884,-1.98577,window
54,142,9,0,0,0.722222,0.827759,2,2.10818,1.81481,0.888889,3.66667,0.888889,-2.77778,5.55556,-2.77778,3.66667,0.769444,-2.0944,window
107,146,9,0,0,1.88889,1.00741,2.11111,1.31852,21.3704,16.7778,29.6667,17.6667,-13.7778,24.8889,-11.1111,29.6667,0.432786,-2.16497,cement
93,236,9,0.111111,0,1.77778,2.6963,2,0.933333,12.5185,9.55556,10.7778,17.2222,-8.88889,-5.22222,14.1111,17.2222,0.447247,2.2672,grass
245,249,9,0,0,2,1.28889,1.5,0.611111,14.7407,10.7778,15.3333,18.1111,-11.8889,1.77778,10.1111,18.1111,0.406212,2.74356,grass
48,173,9,0,0,1.16667,1.06979,1.44444,1.64204,19.2222,16.4444,16.4444,24.7778,-8.33333,-8.33333,16.6667,24.7778,0.349656,2.09956,grass
239,122,9,0,0,0.277778,0.0629629,0.333333,0.177778,5.55556,7,6.66667,3,4.33333,3.33333,-7.66667,7.22222,0.581349,-0.953435,brickface
184,145,9,0,0,0.944445,0.490654,1.77778,0.934919,3.40741,2.33333,5.77778,2.11111,-3.22222,7.11111,-3.88889,5.77778,0.656614,-2.03651,window
109,146,9,0,0,0.0555556,0.136083,0.0555556,0.136083,0.037037,0,0.111111,0,-0.111111,0.222222,-0.111111,0.111111,0.111111,-2.0944,foliage
111,246,9,0,0,3.16667,2.09497,5.83333,4.11366,25.8889,21.1111,22.4444,34.1111,-14.3333,-10.3333,24.6667,34.1111,0.388973,2.21401,grass
155,40,9,0,0,1.88889,2.07275,0.0555555,0.136083,1.25926,1.22222,1.55556,1,-0.111111,0.888889,-0.777778,1.55556,0.116667,-1.5708,window
192,157,9,0,0,1.05556,0.507408,0.777778,0.162963,18.3333,13.8889,17.2222,23.8889,-13.3333,-3.33333,16.6667,23.8889,0.418184,2.43862,grass
209,249,9,0,0,2.44444,3.62963,2.77778,4.20741,10.5185,7.55556,8.11111,15.8889,-8.88889,-7.22222,16.1111,15.8889,0.533307,2.15678,grass
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
43,152,9,0,0,1.94444,1.70741,1.22222,0.82963,1.51852,1,2.88889,0.666667,-1.55556,4.11111,-2.55556,2.88889,0.648677,-1.93324,window
247,92,9,0,0,0.888889,0.518518,0.444444,0.118519,12.0741,7.55556,20.5556,8.11111,-13.5556,25.4444,-11.8889,20.5556,0.632127,-2.13785,window
63,201,9,0,0,2.11111,1.73419,2.5,1.65664,61.6296,54.8889,76.4444,53.5556,-20.2222,44.4444,-24.2222,76.4444,0.299213,-2.03412,path
33,117,9,0,0,0.277778,0.0185185,0.111111,0.0296296,1.07407,0,3.11111,0.111111,-3.22222,6.11111,-2.88889,3.11111,1,-2.13264,foliage
118,85,9,0,0,3.27778,4.41852,2.27778,6.81852,8.18519,3.55556,14.8889,6.11111,-13.8889,20.1111,-6.22222,14.8889,0.774121,-2.32909,foliage
121,60,9,0,0,2.27778,2.32963,2.88889,2.87407,26.7407,24.6667,35.2222,20.3333,-6.22222,25.4444,-19.2222,35.2222,0.4223,-1.77611,brickface
218,115,9,0,0,0.944444,0.534027,0.388889,0.389682,22.963,19.4444,29.4444,20,-10.5556,19.4444,-8.88889,29.4444,0.339149,-2.14867,window
209,11,9,0,0,0.833333,0.255559,2.16667,3.85555,141.556,135.111,150.111,139.444,-19.3333,25.6667,-6.33333,150.111,0.0998358,-2.40159,sky
55,209,9,0.111111,0,1.83333,1.29529,1.38889,0.998146,12.5185,10.3333,10.3333,16.8889,-6.55556,-6.55556,13.1111,16.8889,0.407904,2.09922,grass
50,199,9,0,0,3.22222,2.97894,5.61111,4.61599,55.6667,49.1111,69.7778,48.1111,-19.6667,42.3333,-22.6667,69.7778,0.312414,-2.04543,path
160,41,9,0,0,0.833333,0.809664,0.222222,0.172133,0.703704,0.555556,1.22222,0.333333,-0.444444,1.55556,-1.11111,1.22222,0.537037,-1.84512,window
142,140,9,0,0,4.22222,1.29386,1.5,0.722649,26.4444,23.4444,32.3333,23.5556,-9,17.6667,-8.66667,32.3333,0.2851,-2.10049,cement
9,94,9,0,0,0.611111,0.551852,1,0.666664,113.185,106.889,127.556,105.111,-18.8889,43.1111,-24.2222,127.556,0.176789,-2.01531,sky
108,146,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,foliage
56,107,9,0,0,1.11111,0.207407,4.72222,20.1963,49.8148,46.2222,58.3333,44.8889,-10.7778,25.5556,-14.7778,58.3333,0.230455,-1.99144,cement
54,176,9,0,0,2.11111,0.688531,2.66667,2.69155,50.6667,46,62.6667,43.3333,-14,36,-22,62.6667,0.308573,-1.95141,path
41,103,9,0,0,2.44445,3.0963,1.77778,1.49629,61.2593,56,73.4444,54.3333,-15.7778,36.5556,-20.7778,73.4444,0.259607,-2.00292,cement
67,136,9,0,0,6.72222,3.70835,2.66667,3.19722,15.5185,9,25.3333,12.2222,-19.5556,29.4444,-9.88889,25.3333,0.660813,-2.30751,foliage
249,58,9,0,0,1.33333,0.942809,0.277778,0.327731,8.85185,6,14.5556,6,-8.55556,17.1111,-8.55556,14.5556,0.607768,-2.08534,window
90,101,9,0.111111,0,0.888889,0.385185,1.72222,1.88519,20.0741,20.3333,25,14.8889,0.777778,14.7778,-15.5556,25,0.404038,-1.52012,brickface
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
96,13,9,0,0,0.833331,0.47778,0.555557,0.207406,131.778,122.111,144.778,128.444,-29,39,-10,144.778,0.156568,-2.38625,sky
112,90,9,0,0,7.38889,6.94556,1.27778,0.879814,65.1852,57.6667,79.7778,58.1111,-22.5556,43.7778,-21.2222,79.7778,0.278345,-2.10881,cement
215,182,9,0,0,2.55556,1.4707,2.72222,1.98233,54.1852,48.5556,67.2222,46.7778,-16.8889,39.1111,-22.2222,67.2222,0.30405,-2.00408,path
225,58,9,0,0,0.333334,0.421637,0.444445,0.344265,8.33333,5.55556,14.1111,5.33333,-8.33333,17.3333,-9,14.1111,0.622222,-2.06856,window
88,89,9,0,0,0.777777,0.385185,3.66667,4.04444,22.3333,21.6667,28.4444,16.8889,-2,18.3333,-16.3333,28.4444,0.403687,-1.62559,brickface
91,120,9,0,0,1.38889,0.928958,0.611111,0.772202,16.8519,11.2222,25.7778,13.5556,-16.8889,26.7778,-9.88889,25.7778,0.562158,-2.23082,foliage
57,42,9,0,0,2.33333,0.869226,0.999999,0.699206,37.4444,32.7778,47.7778,31.7778,-14,31,-17,47.7778,0.334662,-2.02955,cement
211,130,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,window
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
54,140,9,0.111111,0,0.722222,0.443053,1.77778,1.04704,8.33333,3.77778,14,7.22222,-13.6667,17,-3.33333,14,0.73447,-2.44232,foliage
194,72,9,0,0,1,0.399998,1.16667,1.14444,93.4444,79.2222,117.111,84,-42.6667,71,-28.3333,117.111,0.323421,-2.22578,sky
86,88,9,0.111111,0,2.05556,1.88518,1.72222,3.39629,21.1481,21.4444,26.3333,15.6667,0.888889,15.5556,-16.4444,26.3333,0.405118,-1.51256,brickface
71,180,9,0.111111,0,1.22222,0.562963,3,1.86666,22.3333,18.3333,21.4444,27.2222,-12,-2.66667,14.6667,27.2222,0.327383,2.45383,grass
127,120,9,0.111111,0,1.66667,0.844445,3.22222,4.02963,23.6667,22.1111,30.4444,18.4444,-4.66667,20.3333,-15.6667,30.4444,0.394863,-1.76489,brickface
140,124,9,0,0,1,0.444445,1.11111,1.05185,2.51852,0.222222,6.11111,1.22222,-6.88889,10.7778,-3.88889,6.11111,0.973765,-2.26746,foliage
48,81,9,0,0,0.611111,0.240743,0.888891,0.429629,112.926,105.667,128.889,104.222,-21.7778,47.8889,-26.1111,128.889,0.19308,-2.03349,sky
14,138,9,0,0,0.5,0.122222,0.5,0.0777778,4.96296,6.77778,5.44444,2.66667,5.44444,1.44444,-6.88889,6.77778,0.603836,-0.722894,brickface
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173,67,9,0,0,1.11111,1.24127,0.222222,0.344265,0.740741,0.777778,1.11111,0.3

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