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Project: decaptcha (GitHub Link)

• decaptcha-master
  • trainingdigit
    • trainingset_raw
      • demo1218.txt
      • demo1210.txt
      • demo197.txt
      • demo83.txt
      • demo456.txt
      • demo540.txt
      • demo415.txt
      • demo271.txt
      • demo124.txt
      • demo1162.txt
      • demo779.txt
      • demo1074.txt
      • demo298.txt
      • demo1189.txt
      • demo965.txt
      • demo850.txt
      • demo695.txt
      • demo122.txt
      • demo126.txt
      • demo1131.txt
      • demo1057.txt
      • demo736.txt
      • demo619.txt
      • demo612.txt
      • demo274.txt
      • demo313.txt
      • demo180.txt
      • demo690.txt
      • demo588.txt
      • demo635.txt
      • demo948.txt
      • demo1119.txt
      • demo78.txt
      • demo424.txt
      • demo406.txt
      • demo117.txt
      • demo1055.txt
      • demo1161.txt
      • demo1027.txt
      • demo472.txt
      • demo1152.txt
      • demo947.txt
      • demo434.txt
      • demo687.txt
      • demo41.txt
      • demo333.txt
      • demo625.txt
      • demo69.txt
      • demo721.txt
      • demo1217.txt
      • demo463.txt
      • demo616.txt
      • demo793.txt
      • demo712.txt
      • demo1036.txt
      • demo368.txt
      • demo861.txt
      • demo1177.txt
      • demo20.txt
      • demo1202.txt
      • demo1038.txt
      • demo919.txt
      • demo1146.txt
      • demo300.txt
      • demo604.txt
      • demo741.txt
      • demo738.txt
      • demo1155.txt
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      • demo1141.txt
      • demo1069.txt
      • demo534.txt
      • demo1014.txt
      • demo523.txt
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      • demo651.txt
      • demo688.txt
      • demo520.txt
      • demo940.txt
      • demo377.txt
      • demo765.txt
      • demo547.txt
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      • demo1021.txt
      • demo727.txt
      • demo248.txt
      • demo143.txt
      • demo668.txt
      • demo1083.txt
      • demo485.txt
      • demo71.txt
      • demo749.txt
      • demo156.txt
      • demo175.txt
      • demo6.txt
      • demo1068.txt
      • demo666.txt
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      • demo194.txt
      • demo876.txt
      • demo1034.txt
      • demo1228.txt
      • demo384.txt
      • demo1024.txt
      • demo349.txt
      • demo943.txt
      • demo114.txt
      • demo345.txt
      • demo748.txt
      • demo1207.txt
      • demo786.txt
      • demo373.txt
      • demo655.txt
      • demo1194.txt
      • demo1064.txt
      • demo1223.txt
      • demo851.txt
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      • demo781.txt
      • demo9.txt
      • demo577.txt
      • demo686.txt
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      • demo1086.txt
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      • demo649.txt
      • demo1089.txt
      • demo1007.txt
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      • demo1.txt
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      • demo995.txt
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      • demo266.txt
      • demo183.txt
      • demo323.txt
      • demo81.txt
      • demo1077.txt
      • demo44.txt
      • demo881.txt
      • demo461.txt
      • demo701.txt
      • demo932.txt
      • demo454.txt
      • demo1103.txt
      • demo1211.txt
      • demo1149.txt
      • demo562.txt
      • demo136.txt
      • demo96.txt
      • demo554.txt
      • demo880.txt
      • demo1015.txt
      • demo1121.txt
      • demo161.txt
      • demo355.txt
      • demo242.txt
      • demo40.txt
      • demo1118.txt
      • demo42.txt
      • demo592.txt
      • demo1113.txt
      • demo1096.txt
      • demo757.txt
      • demo1041.txt
      • demo675.txt
      • demo308.txt
      • demo236.txt
      • demo1187.txt
      • demo594.txt
      • demo702.txt
      • demo1072.txt
      • demo198.txt
      • demo478.txt
      • demo357.txt
      • demo4.txt
      • demo1216.txt
      • demo575.txt
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      • demo640.txt
      • demo239.txt
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      • demo533.txt
      • demo670.txt
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      • demo1062.txt
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      • demo770.txt
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      • demo1061.txt
      • demo59.txt
      • demo857.txt
      • demo724.txt
      • demo865.txt
      • demo916.txt
      • demo365.txt
      • demo1180.txt
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      • demo909.txt
      • demo589.txt
      • demo268.txt
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      • demo618.txt
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      • demo762.txt
      • demo1109.txt
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      • demo440.txt
      • demo158.txt
      • demo685.txt
      • demo586.txt
      • demo1138.txt
      • demo85.txt
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      • demo439.txt
      • demo75.txt
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      • demo1230.txt
      • demo945.txt
      • demo133.txt
      • demo729.txt
      • demo405.txt
      • demo814.txt
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      • demo84.txt
      • demo780.txt
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      • demo963.txt
      • demo397.txt
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      • demo832.txt
      • demo1054.txt
      • demo97.txt
      • demo636.txt
      • demo518.txt
      • demo1154.txt
      • demo971.txt
      • demo913.txt
      • demo1097.txt
      • demo188.txt
      • demo1167.txt
      • demo735.txt
      • demo70.txt
      • demo990.txt
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      • demo700.txt
      • demo544.txt
      • demo1092.txt
      • demo1229.txt
      • demo254.txt
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      • demo335.txt
      • demo474.txt
      • demo1051.txt
      • demo567.txt
      • demo816.txt
      • demo36.txt
      • demo288.txt
      • demo606.txt
      • demo383.txt
      • demo679.txt
      • demo866.txt
      • demo46.txt
      • demo1056.txt
      • demo1163.txt
      • demo677.txt
      • demo763.txt
      • demo192.txt
      • demo843.txt
      • demo420.txt
      • demo878.txt
      • demo927.txt
      • demo1122.txt
      • demo283.txt
      • demo109.txt
      • demo885.txt
      • demo924.txt
      • demo1071.txt
      • demo1117.txt
      • demo515.txt
      • demo817.txt
      • demo742.txt
      • demo723.txt
      • demo435.txt
      • demo77.txt
      • demo1147.txt
      • demo915.txt
      • demo348.txt
      • demo317.txt
      • demo185.txt
      • demo886.txt
      • demo253.txt
      • demo550.txt
      • demo287.txt
      • demo1093.txt
      • demo597.txt
      • demo558.txt
      • demo852.txt
      • demo466.txt
      • demo1053.txt
      • demo622.txt
      • demo443.txt
      • demo1186.txt
      • demo600.txt
      • demo956.txt
      • demo257.txt
      • demo961.txt
      • demo1153.txt
      • demo566.txt
      • demo930.txt
      • demo828.txt
      • demo1001.txt
      • demo1130.txt
      • demo988.txt
      • demo715.txt
      • demo819.txt
      • demo369.txt
      • demo269.txt
      • demo21.txt
      • demo322.txt
      • demo241.txt
      • demo121.txt
      • demo1191.txt
      • demo1082.txt
      • demo502.txt
      • demo733.txt
      • demo877.txt
      • demo803.txt
      • demo488.txt
      • demo1029.txt
      • demo1065.txt
      • demo898.txt
      • demo698.txt
      • demo152.txt
      • demo571.txt
      • demo667.txt
      • demo798.txt
      • demo371.txt
      • demo1028.txt
      • demo756.txt
      • demo939.txt
      • demo997.txt
      • demo936.txt
      • demo1142.txt
      • demo91.txt
      • demo535.txt
      • demo1159.txt
      • demo784.txt
      • demo214.txt
      • demo366.txt
      • demo1035.txt
      • demo361.txt
      • demo958.txt
      • demo747.txt
      • demo1129.txt
      • demo1046.txt
      • demo444.txt
      • demo1078.txt
      • demo347.txt
      • demo834.txt
      • demo662.txt
      • demo661.txt
      • demo1208.txt
      • demo608.txt
      • demo732.txt
      • demo818.txt
      • demo210.txt
      • demo599.txt
      • demo234.txt
      • demo824.txt
      • demo543.txt
      • demo773.txt
      • demo570.txt
      • demo37.txt
      • demo528.txt
      • demo761.txt
      • demo378.txt
      • demo1101.txt
      • demo196.txt
      • demo232.txt
      • demo991.txt
      • demo1050.txt
      • demo316.txt
    • trainingdigits-for-knn
      • 3_demo155.txt
      • 4_demo76.txt
      • 3_demo104.txt
      • 6_demo105.txt
      • 7_demo89.txt
      • 3_demo11.txt
      • 1_demo86.txt
      • 8_demo106.txt
      • 0_demo153.txt
      • 2_demo133.txt
      • 3_demo186.txt
      • 4_demo129.txt
      • 5_demo37.txt
      • 8_demo157.txt
      • 3_demo27.txt
      • 0_demo79.txt
      • 7_demo15.txt
      • 1_demo163.txt
      • 0_demo127.txt
      • 0_demo91.txt
      • 6_demo196.txt
      • 7_demo18.txt
      • 7_demo39.txt
      • 5_demo69.txt
      • 4_demo166.txt
      • 3_demo172.txt
      • 8_demo95.txt
      • 0_demo32.txt
      • 0_demo78.txt
      • 0_demo140.txt
      • 7_demo173.txt
      • 8_demo40.txt
      • 1_demo98.txt
      • 6_demo50.txt
      • 3_demo30.txt
      • 0_demo87.txt
      • 3_demo66.txt
      • 2_demo62.txt
      • 2_demo85.txt
      • 0_demo132.txt
      • 3_demo143.txt
      • 0_demo6.txt
      • 5_demo168.txt
      • 0_demo51.txt
      • 2_demo8.txt
      • 3_demo130.txt
      • 5_demo28.txt
      • 2_demo134.txt
      • 0_demo24.txt
      • 4_demo90.txt
      • 7_demo162.txt
      • 0_demo10.txt
      • 2_demo189.txt
      • 3_demo150.txt
      • 7_demo183.txt
      • 7_demo142.txt
      • 4_demo46.txt
      • 3_demo171.txt
      • 8_demo109.txt
      • 0_demo23.txt
      • 6_demo180.txt
      • 5_demo93.txt
      • 7_demo12.txt
      • 8_demo203.txt
      • 8_demo145.txt
      • 7_demo16.txt
      • 7_demo29.txt
      • 3_demo75.txt
      • 5_demo141.txt
      • 2_demo41.txt
      • 4_demo110.txt
      • 2_demo65.txt
      • 7_demo73.txt
      • 0_demo136.txt
      • 3_demo31.txt
      • 1_demo198.txt
      • 8_demo5.txt
      • 0_demo94.txt
      • 0_demo49.txt
      • 7_demo179.txt
      • 4_demo131.txt
      • 0_demo188.txt
      • 4_demo80.txt
      • 3_demo152.txt
      • 8_demo194.txt
      • 4_demo77.txt
      • 8_demo81.txt
      • 0_demo19.txt
      • 5_demo151.txt
      • 8_demo4.txt
      • 3_demo45.txt
      • 6_demo36.txt
      • 1_demo101.txt
      • 8_demo13.txt
      • 0_demo190.txt
      • 6_demo119.txt
      • 6_demo82.txt
      • 1_demo181.txt
      • 0_demo148.txt
      • 2_demo103.txt
      • 5_demo3.txt
      • 7_demo60.txt
      • 8_demo177.txt
      • 2_demo107.txt
      • 5_demo47.txt
      • 4_demo178.txt
      • 8_demo99.txt
      • 2_demo149.txt
      • 7_demo164.txt
      • 4_demo174.txt
      • 0_demo55.txt
      • 0_demo1.txt
      • 3_demo35.txt
      • 0_demo158.txt
      • 4_demo53.txt
      • 7_demo120.txt
      • 5_demo202.txt
      • 7_demo59.txt
      • 7_demo175.txt
      • 0_demo154.txt
      • 5_demo43.txt
      • 6_demo7.txt
      • 7_demo191.txt
      • 4_demo96.txt
      • 4_demo68.txt
      • 7_demo137.txt
      • 7_demo200.txt
      • 7_demo108.txt
      • 7_demo176.txt
      • 5_demo187.txt
      • 4_demo118.txt
      • 4_demo147.txt
      • 2_demo71.txt
      • 3_demo195.txt
      • 3_demo84.txt
      • 8_demo100.txt
      • 3_demo169.txt
      • 4_demo160.txt
      • 8_demo64.txt
      • 6_demo182.txt
      • 7_demo135.txt
      • 5_demo204.txt
      • 4_demo25.txt
      • 6_demo117.txt
      • 0_demo114.txt
      • 5_demo0.txt
      • 4_demo57.txt
      • 5_demo113.txt
      • 6_demo67.txt
      • 8_demo34.txt
      • 4_demo2.txt
      • 4_demo199.txt
      • 2_demo38.txt
      • 3_demo63.txt
      • 3_demo128.txt
      • 2_demo139.txt
      • 4_demo144.txt
      • 1_demo44.txt
      • 5_demo192.txt
      • 0_demo159.txt
      • 7_demo52.txt
      • 2_demo116.txt
      • 5_demo14.txt
      • 8_demo72.txt
      • 1_demo123.txt
      • 0_demo138.txt
      • 3_demo122.txt
      • 6_demo9.txt
      • 3_demo22.txt
      • 8_demo88.txt
      • 8_demo121.txt
      • 6_demo201.txt
      • 4_demo193.txt
      • 7_demo42.txt
      • 0_demo197.txt
      • 3_demo156.txt
      • 2_demo115.txt
      • 0_demo185.txt
      • 0_demo56.txt
    • trainingdigits-for-svm
      • 1_167.txt
      • 9_123.txt
      • 9_24.txt
      • 9_137.txt
      • 1_58.txt
      • 1_1.txt
      • 1_137.txt
      • 9_11.txt
      • 9_57.txt
      • 9_28.txt
      • 1_68.txt
      • 1_4.txt
      • 1_86.txt
      • 1_144.txt
      • 1_16.txt
      • 1_45.txt
      • 9_21.txt
      • 9_188.txt
      • 9_25.txt
      • 1_173.txt
      • 9_84.txt
      • 1_42.txt
      • 1_187.txt
      • 9_37.txt
      • 9_35.txt
      • 1_84.txt
      • 1_15.txt
      • 9_104.txt
      • 1_139.txt
      • 9_130.txt
      • 9_146.txt
      • 1_154.txt
      • 1_134.txt
      • 1_8.txt
      • 9_19.txt
      • 9_40.txt
      • 1_145.txt
      • 9_134.txt
      • 1_66.txt
      • 9_20.txt
      • 9_49.txt
      • 1_82.txt
      • 9_119.txt
      • 1_75.txt
      • 9_131.txt
      • 9_161.txt
      • 1_112.txt
      • 1_113.txt
      • 1_147.txt
      • 1_183.txt
      • 1_127.txt
      • 9_138.txt
      • 9_16.txt
      • 1_166.txt
      • 1_132.txt
      • 9_163.txt
      • 9_155.txt
      • 1_136.txt
      • 1_18.txt
      • 9_71.txt
      • 1_117.txt
      • 9_159.txt
      • 1_34.txt
      • 1_197.txt
      • 9_30.txt
      • 1_51.txt
      • 9_177.txt
      • 9_12.txt
      • 1_60.txt
      • 1_121.txt
      • 9_106.txt
      • 1_96.txt
      • 9_198.txt
      • 1_94.txt
      • 1_158.txt
      • 1_25.txt
      • 1_65.txt
      • 1_76.txt
      • 1_30.txt
      • 9_59.txt
      • 1_63.txt
      • 9_184.txt
      • 9_142.txt
      • 1_157.txt
      • 1_67.txt
      • 1_128.txt
      • 1_89.txt
      • 1_159.txt
      • 1_24.txt
      • 1_17.txt
      • 1_38.txt
      • 1_165.txt
      • 1_103.txt
      • 9_23.txt
      • 1_161.txt
      • 9_14.txt
      • 1_56.txt
      • 1_150.txt
      • 1_120.txt
      • 9_38.txt
      • 9_199.txt
      • 1_39.txt
      • 1_129.txt
      • 9_200.txt
      • 9_5.txt
      • 1_85.txt
      • 9_166.txt
      • 1_101.txt
      • 9_201.txt
      • 9_91.txt
      • 9_56.txt
      • 9_64.txt
      • 1_13.txt
      • 9_122.txt
      • 1_93.txt
      • 9_165.txt
      • 1_95.txt
      • 9_95.txt
      • 1_27.txt
      • 9_44.txt
      • 9_167.txt
      • 1_64.txt
      • 9_32.txt
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      • 9_101.txt
      • 9_140.txt
      • 1_55.txt
      • 9_22.txt
      • 9_86.txt
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      • 9_203.txt
      • 1_196.txt
      • 1_49.txt
      • 9_125.txt
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      • 1_130.txt
      • 1_153.txt
      • 1_73.txt
      • 1_186.txt
      • 9_79.txt
      • 9_152.txt
      • 1_108.txt
      • 1_35.txt
      • 9_88.txt
      • 1_189.txt
      • 1_0.txt
      • 1_36.txt
      • 1_52.txt
      • 1_29.txt
      • 1_21.txt
      • 1_28.txt
      • 1_91.txt
      • 9_114.txt
      • 1_175.txt
      • 9_82.txt
      • 9_0.txt
      • 9_187.txt
      • 9_193.txt
      • 1_90.txt
      • 1_184.txt
      • 1_169.txt
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      • 1_118.txt
      • 1_100.txt
      • 1_192.txt
      • 1_190.txt
      • 1_3.txt
      • 1_104.txt
      • 9_120.txt
      • 9_15.txt
      • 1_135.txt
      • 9_81.txt
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      • 9_151.txt
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      • 9_9.txt
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      • 9_75.txt
      • 1_176.txt
      • 9_93.txt
      • 9_169.txt
      • 1_133.txt
      • 1_31.txt
      • 1_179.txt
      • 9_103.txt
      • 1_23.txt
      • 9_124.txt
      • 9_85.txt
      • 9_195.txt
      • 1_12.txt
      • 9_180.txt
      • 1_32.txt
      • 9_70.txt
      • 9_170.txt
      • 1_156.txt
      • 1_193.txt
      • 1_131.txt
      • 1_43.txt
      • 9_128.txt
      • 9_94.txt
      • 1_163.txt
      • 1_79.txt
      • 1_124.txt
      • 1_181.txt
      • 9_99.txt
      • 9_136.txt
      • 1_5.txt
      • 1_122.txt
      • 9_185.txt
      • 9_3.txt
      • 1_41.txt
      • 1_19.txt
      • 9_50.txt
      • 1_10.txt
      • 1_111.txt
      • 1_40.txt
      • 9_63.txt
      • 9_39.txt
      • 9_192.txt
      • 1_116.txt
      • 1_97.txt
      • 9_2.txt
      • 1_143.txt
      • 1_149.txt
      • 1_141.txt
      • 1_14.txt
      • 9_89.txt
      • 9_33.txt
      • 9_154.txt
      • 1_123.txt
      • 1_48.txt
      • 1_44.txt
      • 9_41.txt
      • 9_1.txt
      • 9_68.txt
      • 9_51.txt
      • 9_168.txt
      • 1_69.txt
      • 1_61.txt
      • 9_10.txt
      • 9_129.txt
      • 9_157.txt
      • 1_191.txt
      • 9_127.txt
      • 9_111.txt
      • 1_178.txt
      • 1_151.txt
      • 1_177.txt
      • 9_31.txt
      • 1_77.txt
      • 9_179.txt
      • 9_80.txt
      • 9_42.txt
      • 1_114.txt
      • 1_99.txt
      • 9_46.txt
      • 9_47.txt
      • 9_175.txt
      • 1_160.txt
      • 9_191.txt
      • 9_194.txt
      • 9_27.txt
      • 1_105.txt
      • 1_170.txt
      • 1_185.txt
      • 9_96.txt
      • 9_162.txt
      • 1_26.txt
      • 9_52.txt
      • 1_83.txt
      • 1_72.txt
      • 9_108.txt
      • 9_135.txt
      • 1_125.txt
      • 9_156.txt
      • 9_34.txt
      • 1_53.txt
      • 9_18.txt
      • 1_102.txt
      • 9_69.txt
      • 9_153.txt
      • 9_90.txt
      • 1_109.txt
      • 9_4.txt
      • 1_106.txt
      • 9_117.txt
      • 9_29.txt
      • 9_176.txt
      • 9_139.txt
      • 9_97.txt
      • 9_53.txt
      • 9_26.txt
      • 9_74.txt
      • 1_2.txt
      • 9_60.txt
      • 1_9.txt
      • 9_147.txt
      • 9_164.txt
      • 1_174.txt
      • 9_145.txt
      • 9_36.txt
      • 1_126.txt
      • 1_164.txt
      • 9_132.txt
      • 9_141.txt
      • 1_70.txt
      • 1_152.txt
      • 9_150.txt
      • 9_115.txt
      • 9_100.txt
      • 9_158.txt
      • 9_113.txt
      • 1_110.txt
      • 1_22.txt
      • 9_45.txt
      • 1_47.txt
      • 1_20.txt
      • 1_119.txt
      • 1_33.txt
      • 9_171.txt
      • 9_197.txt
      • 1_138.txt
      • 1_172.txt
      • 9_110.txt
      • 9_76.txt
      • 1_78.txt
      • 9_196.txt
      • 1_180.txt
      • 9_121.txt
      • 9_43.txt
      • 9_98.txt
      • 9_8.txt
      • 1_188.txt
      • 9_87.txt
      • 1_54.txt
      • 9_126.txt
      • 1_37.txt
      • 1_195.txt
      • 9_173.txt
      • 9_58.txt
      • 9_172.txt
      • 1_11.txt
      • 9_116.txt
      • 1_62.txt
      • 1_92.txt
      • 1_6.txt
      • 9_55.txt
      • 9_178.txt
      • 9_181.txt
      • 1_59.txt
      • 9_13.txt
      • 1_146.txt
      • 9_48.txt
      • 9_54.txt
      • 1_87.txt
      • 1_88.txt
      • 1_7.txt
      • 1_74.txt
      • 1_81.txt
      • 1_148.txt
      • 1_57.txt
      • 9_143.txt
      • 9_144.txt
      • 9_118.txt
      • 9_7.txt
      • 1_46.txt
      • 1_142.txt
      • 9_67.txt
      • 1_71.txt
      • 9_92.txt
      • 1_140.txt
      • 1_80.txt
      • 9_83.txt
      • 1_155.txt
      • 9_6.txt
      • 9_189.txt
      • 9_17.txt
      • 9_149.txt
      • 9_72.txt
      • 9_112.txt
      • 1_194.txt
      • 9_190.txt
      • 1_50.txt
      • 9_73.txt
      • 9_109.txt
      • 1_115.txt
      • 9_107.txt
      • 9_61.txt
      • 1_168.txt
      • 9_183.txt
      • 9_102.txt
      • 9_182.txt
      • 1_98.txt
      • 9_202.txt
      • 9_148.txt
      • 9_66.txt
      • 1_107.txt
    • testdigits-for-svm
      • 9_24.txt
      • 1_58.txt
      • 1_1.txt
      • 9_11.txt
      • 9_57.txt
      • 9_28.txt
      • 1_68.txt
      • 1_4.txt
      • 1_86.txt
      • 1_16.txt
      • 1_45.txt
      • 9_21.txt
      • 9_25.txt
      • 9_84.txt
      • 1_42.txt
      • 9_37.txt
      • 9_35.txt
      • 1_84.txt
      • 1_15.txt
      • 1_8.txt
      • 9_19.txt
      • 9_40.txt
      • 1_66.txt
      • 9_20.txt
      • 9_49.txt
      • 1_82.txt
      • 1_75.txt
      • 9_16.txt
      • 1_18.txt
      • 9_71.txt
      • 1_34.txt
      • 9_30.txt
      • 1_51.txt
      • 9_12.txt
      • 1_60.txt
      • 1_96.txt
      • 1_94.txt
      • 1_25.txt
      • 1_65.txt
      • 1_76.txt
      • 1_30.txt
      • 9_59.txt
      • 1_63.txt
      • 1_67.txt
      • 1_89.txt
      • 1_24.txt
      • 1_17.txt
      • 1_38.txt
      • 9_23.txt
      • 9_14.txt
      • 1_56.txt
      • 9_38.txt
      • 1_39.txt
      • 9_5.txt
      • 1_85.txt
      • 9_56.txt
      • 9_64.txt
      • 1_13.txt
      • 1_93.txt
      • 1_95.txt
      • 1_27.txt
      • 9_44.txt
      • 1_64.txt
      • 9_32.txt
      • 9_62.txt
      • 1_55.txt
      • 9_22.txt
      • 9_86.txt
      • 1_49.txt
      • 1_73.txt
      • 9_79.txt
      • 1_35.txt
      • 9_88.txt
      • 1_0.txt
      • 1_36.txt
      • 1_52.txt
      • 1_29.txt
      • 1_21.txt
      • 1_28.txt
      • 1_91.txt
      • 9_82.txt
      • 9_0.txt
      • 1_90.txt
      • 1_3.txt
      • 9_15.txt
      • 9_81.txt
      • 9_77.txt
      • 9_9.txt
      • 9_65.txt
      • 9_78.txt
      • 9_75.txt
      • 1_31.txt
      • 1_23.txt
      • 9_85.txt
      • 1_12.txt
      • 1_32.txt
      • 9_70.txt
      • 1_43.txt
      • 1_79.txt
      • 1_5.txt
      • 9_3.txt
      • 1_41.txt
      • 1_19.txt
      • 9_50.txt
      • 1_10.txt
      • 1_40.txt
      • 9_63.txt
      • 9_39.txt
      • 9_2.txt
      • 1_14.txt
      • 9_33.txt
      • 1_48.txt
      • 1_44.txt
      • 9_41.txt
      • 9_1.txt
      • 9_68.txt
      • 9_51.txt
      • 1_69.txt
      • 1_61.txt
      • 9_10.txt
      • 9_31.txt
      • 1_77.txt
      • 9_80.txt
      • 9_42.txt
      • 9_46.txt
      • 9_47.txt
      • 9_27.txt
      • 1_26.txt
      • 9_52.txt
      • 1_83.txt
      • 1_72.txt
      • 9_34.txt
      • 1_53.txt
      • 9_18.txt
      • 9_69.txt
      • 9_4.txt
      • 9_29.txt
      • 9_53.txt
      • 9_26.txt
      • 9_74.txt
      • 1_2.txt
      • 9_60.txt
      • 1_9.txt
      • 9_36.txt
      • 1_70.txt
      • 1_22.txt
      • 9_45.txt
      • 1_47.txt
      • 1_20.txt
      • 1_33.txt
      • 9_76.txt
      • 1_78.txt
      • 9_43.txt
      • 9_8.txt
      • 9_87.txt
      • 1_54.txt
      • 1_37.txt
      • 9_58.txt
      • 1_11.txt
      • 1_62.txt
      • 1_92.txt
      • 1_6.txt
      • 9_55.txt
      • 1_59.txt
      • 9_13.txt
      • 9_48.txt
      • 9_54.txt
      • 1_87.txt
      • 1_88.txt
      • 1_7.txt
      • 1_74.txt
      • 1_81.txt
      • 1_57.txt
      • 9_7.txt
      • 1_46.txt
      • 9_67.txt
      • 1_71.txt
      • 1_80.txt
      • 9_83.txt
      • 9_6.txt
      • 9_17.txt
      • 9_72.txt
      • 1_50.txt
      • 9_73.txt
      • 9_61.txt
      • 9_66.txt
    • testdigits-for-knn
      • 0_demo208.txt
      • 0_demo256.txt
      • 2_demo254.txt
      • 6_demo257.txt
      • 7_demo206.txt
      • 6_demo259.txt
      • 0_demo252.txt
      • 7_demo258.txt
      • 2_demo251.txt
      • 8_demo207.txt
      • 7_demo255.txt
      • 2_demo209.txt
    • letter
    • other
      • demo1218.txt
      • demo1210.txt
      • demo456.txt
      • demo540.txt
      • demo415.txt
      • demo271.txt
      • demo1162.txt
      • demo779.txt
      • demo1074.txt
      • demo298.txt
      • demo1189.txt
      • demo965.txt
      • demo850.txt
      • demo695.txt
      • demo1131.txt
      • demo1057.txt
      • demo736.txt
      • demo619.txt
      • demo612.txt
      • demo274.txt
      • demo313.txt
      • demo690.txt
      • demo588.txt
      • demo635.txt
      • demo948.txt
      • ?_demo165.txt
      • demo1119.txt
      • demo424.txt
      • demo406.txt
      • demo1055.txt
      • demo1161.txt
      • demo1027.txt
      • demo472.txt
      • demo1152.txt
      • demo947.txt
      • demo434.txt
      • demo687.txt
      • demo333.txt
      • demo625.txt
      • ?_demo167.txt
      • demo721.txt
      • demo1217.txt
      • demo463.txt
      • demo616.txt
      • demo793.txt
      • ?_demo184.txt
      • demo712.txt
      • demo1036.txt
      • demo368.txt
      • demo861.txt
      • demo1177.txt
      • demo1202.txt
      • demo1038.txt
      • demo919.txt
      • demo1146.txt
      • demo300.txt
      • demo604.txt
      • demo741.txt
      • demo738.txt
      • demo1155.txt
      • demo769.txt
      • demo1141.txt
      • demo1069.txt
      • demo534.txt
      • demo1014.txt
      • demo523.txt
      • demo395.txt
      • demo651.txt
      • demo688.txt
      • demo520.txt
      • demo940.txt
      • demo377.txt
      • demo765.txt
      • demo547.txt
      • demo211.txt
      • demo1021.txt
      • demo727.txt
      • demo248.txt
      • demo668.txt
      • demo1083.txt
      • demo485.txt
      • demo749.txt
      • demo1068.txt
      • demo666.txt
      • demo1052.txt
      • demo876.txt
      • demo1034.txt
      • demo1228.txt
      • demo384.txt
      • demo1024.txt
      • demo349.txt
      • demo943.txt
      • demo345.txt
      • demo748.txt
      • demo1207.txt
      • demo786.txt
      • demo373.txt
      • demo655.txt
      • demo1194.txt
      • demo1064.txt
      • demo1223.txt
      • demo851.txt
      • demo890.txt
      • demo781.txt
      • demo577.txt
      • demo686.txt
      • demo1204.txt
      • demo251.txt
      • demo327.txt
      • demo641.txt
      • demo421.txt
      • demo549.txt
      • demo617.txt
      • demo962.txt
      • demo291.txt
      • ?_demo126.txt
      • demo457.txt
      • demo1220.txt
      • demo921.txt
      • demo602.txt
      • demo593.txt
      • demo1168.txt
      • demo718.txt
      • demo621.txt
      • demo285.txt
      • demo299.txt
      • demo1023.txt
      • demo230.txt
      • demo429.txt
      • demo926.txt
      • demo1169.txt
      • demo826.txt
      • demo847.txt
      • demo875.txt
      • demo607.txt
      • demo359.txt
      • demo730.txt
      • demo1025.txt
      • demo1010.txt
      • demo1188.txt
      • demo691.txt
      • demo1019.txt
      • demo560.txt
      • demo1086.txt
      • demo569.txt
      • demo860.txt
      • demo869.txt
      • demo649.txt
      • demo1089.txt
      • demo1007.txt
      • demo976.txt
      • ?_demo21.txt
      • demo708.txt
      • demo490.txt
      • demo907.txt
      • demo510.txt
      • demo795.txt
      • demo396.txt
      • demo1135.txt
      • demo1081.txt
      • demo1214.txt
      • demo1144.txt
      • demo220.txt
      • demo642.txt
      • demo318.txt
      • demo697.txt
      • demo740.txt
      • demo968.txt
      • demo470.txt
      • demo1107.txt
      • demo628.txt
      • demo1181.txt
      • demo856.txt
      • demo513.txt
      • demo480.txt
      • demo325.txt
      • demo808.txt
      • demo465.txt
      • demo722.txt
      • demo464.txt
      • demo1087.txt
      • demo358.txt
      • demo624.txt
      • demo247.txt
      • demo301.txt
      • demo743.txt
      • demo904.txt
      • demo719.txt
      • demo514.txt
      • demo493.txt
      • demo982.txt
      • demo914.txt
      • demo1199.txt
      • demo806.txt
      • demo246.txt
      • demo278.txt
      • demo788.txt
      • demo809.txt
      • demo497.txt
      • demo388.txt
      • demo811.txt
      • demo346.txt
      • demo946.txt
      • demo849.txt
      • demo906.txt
      • demo867.txt
      • demo615.txt
      • demo676.txt
      • demo754.txt
      • demo206.txt
      • demo629.txt
      • demo217.txt
      • demo871.txt
      • demo1018.txt
      • demo582.txt
      • demo1059.txt
      • demo993.txt
      • demo1139.txt
      • demo1227.txt
      • demo1165.txt
      • demo450.txt
      • demo949.txt
      • demo1085.txt
      • demo224.txt
      • ?_demo146.txt
      • demo244.txt
      • demo263.txt
      • demo739.txt
      • demo778.txt
      • demo494.txt
      • demo526.txt
      • demo555.txt
      • demo508.txt
      • demo766.txt
      • demo212.txt
      • demo1158.txt
      • demo703.txt
      • demo289.txt
      • demo552.txt
      • demo1045.txt
      • demo386.txt
      • demo1030.txt
      • demo1190.txt
      • demo864.txt
      • demo579.txt
      • demo887.txt
      • demo521.txt
      • demo372.txt
      • demo297.txt
      • demo900.txt
      • demo414.txt
      • demo972.txt
      • demo536.txt
      • demo1031.txt
      • demo208.txt
      • demo694.txt
      • demo792.txt
      • ?_demo102.txt
      • demo491.txt
      • demo339.txt
      • demo790.txt
      • demo957.txt
      • demo611.txt
      • demo671.txt
      • demo797.txt
      • demo213.txt
      • demo911.txt
      • demo632.txt
      • demo455.txt
      • demo983.txt
      • demo937.txt
      • demo841.txt
      • demo379.txt
      • demo764.txt
      • demo974.txt
      • demo376.txt
      • demo391.txt
      • demo888.txt
      • demo980.txt
      • demo910.txt
      • demo693.txt
      • demo238.txt
      • demo884.txt
      • demo321.txt
      • demo351.txt
      • demo978.txt
      • demo812.txt
      • demo410.txt
      • demo902.txt
      • demo507.txt
      • demo583.txt
      • demo475.txt
      • demo390.txt
      • demo805.txt
      • demo1176.txt
      • demo1063.txt
      • demo609.txt
      • demo815.txt
      • ?_demo124.txt
      • demo908.txt
      • demo1184.txt
      • demo256.txt
      • demo897.txt
      • demo653.txt
      • demo835.txt
      • demo482.txt
      • demo596.txt
      • demo305.txt
      • ?_demo61.txt
      • demo426.txt
      • demo673.txt
      • demo280.txt
      • demo820.txt
      • demo918.txt
      • demo1094.txt
      • demo1111.txt
      • demo1039.txt
      • demo951.txt
      • demo360.txt
      • demo1224.txt
      • demo222.txt
      • demo462.txt
      • demo1012.txt
      • demo704.txt
      • demo551.txt
      • demo483.txt
      • demo1011.txt
      • demo385.txt
      • demo787.txt
      • demo265.txt
      • demo1173.txt
      • demo630.txt
      • demo883.txt
      • demo481.txt
      • demo994.txt
      • demo363.txt
      • demo418.txt
      • demo302.txt
      • demo1009.txt
      • demo568.txt
      • demo1160.txt
      • demo928.txt
      • demo645.txt
      • demo833.txt
      • demo893.txt
      • demo423.txt
      • demo992.txt
      • demo216.txt
      • demo1016.txt
      • ?_demo97.txt
      • demo328.txt
      • demo684.txt
      • demo498.txt
      • demo546.txt
      • demo672.txt
      • demo665.txt
      • demo578.txt
      • demo264.txt
      • demo479.txt
      • demo760.txt
      • demo1100.txt
      • demo553.txt
      • demo496.txt
      • demo1017.txt
      • demo838.txt
      • demo859.txt
      • demo783.txt
      • demo710.txt
      • demo1127.txt
      • demo524.txt
      • demo1090.txt
      • demo344.txt
      • demo209.txt
      • demo905.txt
      • demo1058.txt
      • demo716.txt
      • demo804.txt
      • demo382.txt
      • demo1171.txt
      • demo364.txt
      • demo699.txt
      • demo1047.txt
      • demo652.txt
      • demo262.txt
      • demo960.txt
      • demo970.txt
      • demo381.txt
      • demo412.txt
      • demo633.txt
      • demo717.txt
      • demo794.txt
      • demo986.txt
      • demo831.txt
      • demo969.txt
      • demo467.txt
      • demo292.txt
      • demo295.txt
      • demo1084.txt
      • demo1222.txt
      • demo1156.txt
      • demo1137.txt
      • demo430.txt
      • demo245.txt
      • demo753.txt
      • demo281.txt
      • demo235.txt
      • demo504.txt
      • demo683.txt
      • demo848.txt
      • demo449.txt
      • demo221.txt
      • demo393.txt
      • demo879.txt
      • demo772.txt
      • demo584.txt
      • demo290.txt
      • demo258.txt
      • demo627.txt
      • demo614.txt
      • ?_demo112.txt
      • demo446.txt
      • demo428.txt
      • demo417.txt
      • demo516.txt
      • demo506.txt
      • demo813.txt
      • demo862.txt
      • demo648.txt
      • demo660.txt
      • demo647.txt
      • demo1114.txt
      • demo1140.txt
      • demo1134.txt
      • demo1178.txt
      • demo218.txt
      • demo319.txt
      • demo1080.txt
      • demo1033.txt
      • demo343.txt
      • demo767.txt
      • demo492.txt
      • demo1145.txt
      • demo725.txt
      • demo952.txt
      • demo338.txt
      • demo452.txt
      • demo638.txt
      • demo954.txt
      • demo637.txt
      • demo984.txt
      • demo1221.txt
      • demo801.txt
      • demo1042.txt
      • demo759.txt
      • demo1143.txt
      • demo531.txt
      • demo438.txt
      • demo839.txt
      • demo634.txt
      • demo1123.txt
      • demo367.txt
      • demo711.txt
      • demo678.txt
      • demo1043.txt
      • demo451.txt
      • demo538.txt
      • demo487.txt
      • demo215.txt
      • demo309.txt
      • demo731.txt
      • demo853.txt
      • demo706.txt
      • demo307.txt
      • demo776.txt
      • demo669.txt
      • demo556.txt
      • demo228.txt
      • demo998.txt
      • demo846.txt
      • demo1215.txt
      • demo777.txt
      • demo713.txt
      • demo1219.txt
      • demo407.txt
      • demo650.txt
      • demo901.txt
      • demo512.txt
      • demo276.txt
      • demo1175.txt
      • demo1115.txt
      • demo471.txt
      • demo659.txt
      • demo486.txt
      • demo1133.txt
      • demo275.txt
      • demo827.txt
      • demo564.txt
      • demo643.txt
      • demo591.txt
      • demo682.txt
      • demo938.txt
      • demo1195.txt
      • demo923.txt
      • demo1148.txt
      • demo590.txt
      • demo933.txt
      • demo1197.txt
      • demo1183.txt
      • demo1166.txt
      • demo605.txt
      • demo1225.txt
      • demo595.txt
      • demo822.txt
      • demo1006.txt
      • demo362.txt
      • demo1179.txt
      • demo985.txt
      • demo509.txt
      • demo1205.txt
      • demo350.txt
      • demo922.txt
      • demo823.txt
      • demo746.txt
      • demo840.txt
      • demo768.txt
      • demo895.txt
      • demo511.txt
      • demo580.txt
      • demo1048.txt
      • demo821.txt
      • demo791.txt
      • demo495.txt
      • demo380.txt
      • demo223.txt
      • demo1079.txt
      • demo1088.txt
      • demo448.txt
      • demo656.txt
      • demo720.txt
      • demo469.txt
      • demo573.txt
      • demo912.txt
      • demo240.txt
      • demo744.txt
      • demo646.txt
      • demo709.txt
      • demo623.txt
      • demo453.txt
      • demo987.txt
      • demo1044.txt
      • demo610.txt
      • demo1233.txt
      • demo1104.txt
      • demo1157.txt
      • demo837.txt
      • demo681.txt
      • demo1066.txt
      • demo935.txt
      • demo272.txt
      • demo917.txt
      • demo1198.txt
      • demo294.txt
      • demo752.txt
      • demo789.txt
      • demo392.txt
      • demo1002.txt
      • demo284.txt
      • demo416.txt
      • demo967.txt
      • demo581.txt
      • demo845.txt
      • demo427.txt
      • demo959.txt
      • demo1073.txt
      • demo473.txt
      • demo674.txt
      • demo231.txt
      • demo1095.txt
      • demo337.txt
      • demo1091.txt
      • demo1201.txt
      • demo261.txt
      • demo858.txt
      • demo726.txt
      • demo680.txt
      • demo870.txt
      • demo1037.txt
      • demo707.txt
      • demo714.txt
      • demo499.txt
      • demo1172.txt
      • demo782.txt
      • demo1105.txt
      • demo279.txt
      • demo447.txt
      • demo1174.txt
      • demo1124.txt
      • demo639.txt
      • ?_demo170.txt
      • demo689.txt
      • demo1098.txt
      • demo503.txt
      • demo565.txt
      • demo243.txt
      • ?_demo74.txt
      • demo975.txt
      • ?_demo58.txt
      • demo1213.txt
      • demo863.txt
      • demo1067.txt
      • demo389.txt
      • demo433.txt
      • demo696.txt
      • demo574.txt
      • demo329.txt
      • demo654.txt
      • demo277.txt
      • demo563.txt
      • demo539.txt
      • demo255.txt
      • demo458.txt
      • demo844.txt
      • demo868.txt
      • demo525.txt
      • demo260.txt
      • demo1125.txt
      • demo894.txt
      • demo394.txt
      • demo310.txt
      • demo775.txt
      • ?_demo70.txt
      • demo825.txt
      • demo1000.txt
      • demo422.txt
      • demo1226.txt
      • demo1164.txt
      • ?_demo33.txt
      • demo530.txt
      • demo755.txt
      • demo874.txt
      • demo664.txt
      • demo979.txt
      • demo966.txt
      • demo799.txt
      • demo1003.txt
      • demo613.txt
      • demo750.txt
      • demo1203.txt
      • demo1196.txt
      • demo774.txt
      • demo356.txt
      • demo315.txt
      • demo810.txt
      • demo830.txt
      • ?_demo83.txt
      • demo1128.txt
      • demo603.txt
      • demo303.txt
      • demo1005.txt
      • ?_demo54.txt
      • demo1132.txt
      • demo1185.txt
      • demo1150.txt
      • demo854.txt
      • demo527.txt
      • demo331.txt
      • demo896.txt
      • demo758.txt
      • demo903.txt
      • demo955.txt
      • demo445.txt
      • demo953.txt
      • demo872.txt
      • demo1040.txt
      • demo332.txt
      • demo728.txt
      • demo402.txt
      • demo737.txt
      • demo944.txt
      • demo330.txt
      • demo950.txt
      • demo705.txt
      • demo882.txt
      • ?_demo92.txt
      • demo296.txt
      • demo548.txt
      • demo1004.txt
      • demo1209.txt
      • demo352.txt
      • demo1126.txt
      • demo931.txt
      • demo306.txt
      • demo229.txt
      • ?_demo26.txt
      • demo1020.txt
      • demo403.txt
      • demo320.txt
      • ?_demo125.txt
      • demo1120.txt
      • demo1102.txt
      • demo476.txt
      • demo545.txt
      • demo1108.txt
      • demo401.txt
      • demo233.txt
      • demo398.txt
      • demo1022.txt
      • demo889.txt
      • demo751.txt
      • demo1026.txt
      • demo227.txt
      • demo585.txt
      • demo205.txt
      • demo374.txt
      • demo802.txt
      • demo404.txt
      • demo1192.txt
      • demo522.txt
      • demo598.txt
      • demo1151.txt
      • demo252.txt
      • demo432.txt
      • demo989.txt
      • demo692.txt
      • demo658.txt
      • demo324.txt
      • demo1106.txt
      • demo942.txt
      • demo1232.txt
      • demo408.txt
      • demo477.txt
      • demo226.txt
      • demo964.txt
      • demo644.txt
      • demo468.txt
      • demo225.txt
      • demo340.txt
      • demo601.txt
      • demo436.txt
      • demo431.txt
      • demo267.txt
      • demo1099.txt
      • demo807.txt
      • demo1231.txt
      • demo1110.txt
      • demo311.txt
      • demo334.txt
      • demo1116.txt
      • demo657.txt
      • demo336.txt
      • demo441.txt
      • demo542.txt
      • demo941.txt
      • demo800.txt
      • demo1013.txt
      • demo304.txt
      • demo1032.txt
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      • demo519.txt
      • demo219.txt
      • demo829.txt
      • demo460.txt
      • demo796.txt
      • demo250.txt
      • demo771.txt
      • demo842.txt
      • demo557.txt
      • demo734.txt
      • demo1049.txt
      • demo500.txt
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      • demo745.txt
      • demo413.txt
      • demo925.txt
      • demo387.txt
      • demo342.txt
      • demo442.txt
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      • demo873.txt
      • demo999.txt
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      • demo326.txt
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      • demo1075.txt
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      • demo996.txt
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      • demo409.txt
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  • images
  • bk-images
  • filter-images
  • LICENSE
  • decaptcha.py
  • giftool.py
  • KNN-recognize.py
  • README.md
  • gray-images
  • .gitignore
  • README-EN.md
  • svmMLiA.py

Decaptcha

English version Readme is available here .

通过简单的图像识别算法来完成验证码识别，打算把机器学习中的分类算法全部使用一遍。

使用方法

1. 爬取验证码
2. 对图像做处理并切分
3. 手工标注数据
4. 导入训练集
5. 使用测试集

前期准备

1. Image (图像处理库)

   • jpeg
   • zlib
   • PIL

2. numpy (数学处理库)

3. ImageEnhance (图像处理库)

   enhancer = ImageEnhance.Contrast(img)    # 增加对比对
   img = enhancer.enhance(2)
   enhancer = ImageEnhance.Sharpness(img)   # 锐化
   img = enhancer.enhance(2)
   enhancer = ImageEnhance.Brightness(img)  # 增加亮度
   img = enhancer.enhance(2)

图像处理

静态图片

1. 清除图片噪点
2. 清除图片干扰线
3. 切割图片
4. 信息输出

动态图片

1. 按帧转存 GIF
2. 读取每个 GIF 的 Duration 属性
3. 找到 Duration 最长的图片，后同静态图片处理

识别算法

KNN

# kNN algorithm
def classify0(inX, dataSet, labels, k):
    dataSetSize = dataSet.shape[0]
    diffMat = tile(inX, (dataSetSize, 1)) - dataSet
    sqDiffMat = diffMat ** 2
    sqDistances = sqDiffMat.sum(axis=1)
    distances = sqDistances ** 0.5
    sortedDistIndicies = distances.argsort()
    classCount = {}
    for i in range(k):
        voteIlabel = labels[sortedDistIndicies[i]]  # changed
        classCount[voteIlabel] = classCount.get(voteIlabel, 0) + 1
    sortedClassCount = sorted(classCount.iteritems(), key=operator.itemgetter(1), reverse=True)
    return sortedClassCount[0][0]

SVM

根据算法的性质，可以问题设定成一个二分类问题：识别数字1和2（当然也可以是其他的任意两个数字)。

参考

• http://www.csie.ntu.edu.tw/~cjlin/libsvm/index.html?js=1#svm-toy-js
• http://www.pami.sjtu.edu.cn/people/gpliu/document/libsvm_src.pdf
• Machine Learning in Action

License

MIT