原文:
Data Set Information:
Images of Kecimen and Besni raisin varieties grown in Turkey were obtained with CVS. A total of 900 raisin grains were used, including 450 pieces from both varieties. These images were subjected to various stages of pre-processing and 7 morphological features were extracted. These features have been classified using three different artificial intelligence techniques.
Attribute Information:
1.) Area: Gives the number of pixels within the boundaries of the raisin.
2.) Perimeter: It measures the environment by calculating the distance between the boundaries of the raisin and the pixels around it.
3.) MajorAxisLength: Gives the length of the main axis, which is the longest line that can be drawn on the raisin.
4.) MinorAxisLength: Gives the length of the small axis, which is the shortest line that can be drawn on the raisin.
5.) Eccentricity: It gives a measure of the eccentricity of the ellipse, which has the same moments as raisins.
6.) ConvexArea: Gives the number of pixels of the smallest convex shell of the region formed by the raisin.
7.) Extent: Gives the ratio of the region formed by the raisin to the total pixels in the bounding box.
8.) Class: Kecimen and Besni raisin.
译:
数据集信息:
使用CVS获得了在土耳其生长的Kecimen和Besni葡萄干品种的图像。总共使用了900粒葡萄干,包括两个品种的450粒。对这些图像进行了不同阶段的预处理,并提取了7个形态学特征。使用三种不同的人工智能技术对这些特征进行了分类。
属性信息:
1.)面积:给出葡萄干边界内的像素数。
2.)周长:它通过计算葡萄干边界和周围像素之间的距离来测量环境。
3.)MajorAxisLength:给出主轴的长度,这是葡萄干上可以绘制的最长直线。
4.)MinorAxisLength:给出小轴的长度,这是葡萄干上可以绘制的最短线。
5.)偏心率:它给出了椭圆偏心率的度量,其具有与葡萄干相同的力矩。
6.)凸面积:给出葡萄干形成的区域最小凸壳的像素数。
7.)范围:给出葡萄干形成的区域与边界框中总像素的比率。
8.)课程:凯西门和贝斯尼葡萄干。
数据样例:
Area |
MajorAxisLength |
MinorAxisLength |
Eccentricity |
ConvexArea |
Extent |
Perimeter |
Class |
87524 |
442.2460114 |
253.291155 |
0.819738392 |
90546 |
0.758650579 |
1184.04 |
Kecimen |
75166 |
406.690687 |
243.0324363 |
0.801805234 |
78789 |
0.68412957 |
1121.786 |
Kecimen |
90856 |
442.2670483 |
266.3283177 |
0.798353619 |
93717 |
0.637612812 |
1208.575 |
Kecimen |
45928 |
286.5405586 |
208.7600423 |
0.684989217 |
47336 |
0.699599385 |
844.162 |
Kecimen |
79408 |
352.1907699 |
290.8275329 |
0.56401133 |
81463 |
0.792771926 |
1073.251 |
Kecimen |
49242 |
318.125407 |
200.12212 |
0.777351277 |
51368 |
0.658456354 |
881.836 |
Kecimen |
42492 |
310.1460715 |
176.1314494 |
0.823098681 |
43904 |
0.665893562 |
823.796 |
Kecimen |
60952 |
332.4554716 |
235.429835 |
0.706057518 |
62329 |
0.74359819 |
933.366 |
Kecimen |
42256 |
323.1896072 |
172.5759261 |
0.845498789 |
44743 |
0.698030924 |
849.728 |
Kecimen |
64380 |
366.9648423 |
227.7716147 |
0.784055626 |
66125 |
0.664375716 |
981.544 |
Kecimen |
80437 |
449.4545811 |
232.3255064 |
0.856042518 |
84460 |
0.674235757 |
1176.305 |
Kecimen |
43725 |
301.3222176 |
186.9506295 |
0.784258452 |
45021 |
0.697068248 |
818.873 |
Kecimen |
43441 |
276.6108288 |
201.8131355 |
0.683882337 |
45133 |
0.690855598 |
803.748 |
Kecimen |
76792 |
338.8575454 |
291.3592017 |
0.510583813 |
78842 |
0.772322237 |
1042.77 |
Kecimen |
74167 |
387.7989307 |
247.8581228 |
0.769089738 |
76807 |
0.680181585 |
1084.729 |
Kecimen |
33565 |
261.5543311 |
167.7084908 |
0.767374275 |
35794 |
0.68155052 |
751.413 |
Kecimen |
64670 |
403.0839752 |
206.4846437 |
0.858829168 |
66419 |
0.75677257 |
1028.445 |
Kecimen |
64762 |
354.2939396 |
235.7524629 |
0.746473726 |
66713 |
0.694998015 |
981.509 |
Kecimen |
43295 |
304.2844667 |
182.8110368 |
0.799406959 |
44714 |
0.713838189 |
814.68 |
Kecimen |
70699 |
418.6985723 |
216.5960537 |
0.855799392 |
72363 |
0.728075054 |
1061.321 |
Kecimen |
69726 |
354.1769124 |
252.529208 |
0.701160962 |
71849 |
0.734398534 |
1035.501 |
Kecimen |
57346 |
330.4784385 |
222.4437485 |
0.739555027 |
59365 |
0.723608833 |
928.272 |
Kecimen |
82028 |
397.1149759 |
268.3337727 |
0.737169367 |
84427 |
0.686375085 |
1106.355 |
Kecimen |
61251 |
301.5077895 |
273.6599414 |
0.419753707 |
64732 |
0.643595671 |
971.769 |
Kecimen |
96277 |
447.1345225 |
275.2161542 |
0.788128405 |
97865 |
0.704057157 |
1181.921 |
Kecimen |
75620 |
368.2242844 |
263.4592554 |
0.698627251 |
77493 |
0.726277372 |
1059.186 |
Kecimen |
73167 |
340.055218 |
276.0151772 |
0.58410581 |
74545 |
0.778736856 |
1010.474 |
Kecimen |
60847 |
336.9238696 |
231.4656959 |
0.726660229 |
62492 |
0.69858783 |
964.603 |
Kecimen |
81021 |
347.7500583 |
297.6406265 |
0.517134931 |
82552 |
0.757559607 |
1063.868 |
Kecimen |