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<00550048004700580046004800470011>]TJ 0 Tc 0 Tw 1.984 -1.2 Td [<0029005800570058005500480003>-14.8 <005A00520055004E0003>-15 <004C00510046004F00580047004800560003>-14.8 <0047004800590048004F00520053004C0051004A>0.6 <0003>-14.9 <004400510003>-14.9 <004400470059004400510046004800470003>-14.4 <0044005800570052005000440057004C00460003>-13.8 <0056005C00560057004800500003>-14.9 <0049005200550003>-14.9 <00BF0056004B0003>-15.3 <0056005300480046004C004800560003>]TJ /TT0 1 Tf -0.006 Tc -0.038 Tw -1.984 -1.2 Td [(recognition and detection as well as to train the existing models on div\ erse data in order)-6 ( )]TJ 0 Tc 0 Tw 0 -1.2 Td (to build more robust systems.)Tj /C2_0 1 Tf 11 0 0 11 56.7 410.5039 Tm <00240046004E00510052005A004F00480047004A00500048005100570056>Tj /C2_1 1 Tf 0.035 Tc -0.035 Tw 10 0 0 10 76.5425 387.1653 Tm [<0037>0.6 <004B>0.5 <004C>0.7 <00560003>-68.6 <00550048>0.7 <00560048>0.6 <0044>0.7 <00550046>0.6 <004B>0.5 <0003>-68.6 <004B>0.5 <0044>0.6 <00560003>-68.5 <00450048>0.7 <0048>0.6 <0051>0.5 <0003>-68.6 <000B>0.5 <00530044>0.7 <00550057>0.7 <004F>0.6 <005C>0.5 <000C0003>-68.5 <005600580053>0.5 <0053>0.5 <0052>0.5 <00550057>0.7 <0048>0.6 <0047>0.5 <0003>-68.6 <0045>0.5 <005C0003>-68.5 <0057>0.6 <004B>0.5 <0048>0.6 <0003>-68.6 <0026>0.5 <0028>0.6 <0028>0.7 <0033003800360003>-68.6 <0051>0.5 <0048>0.6 <0057>0.7 <005A0052>0.5 <0055004E>0.5 <0003>-68.6 <0026>0.5 <002C>0.5 <002C002C>0.5 <0010>]TJ 0 Tc 0 Tw -1.984 -1.2 Td [<002B00350010001300140013001B000F0003>11.1 <002800580055005200530048004400510003>11.6 <00350048004A004C005200510044004F0003>11.9 <0027004800590048004F0052005300500048005100570003>12.2 <00290058005100470003>11.1 <005800510047004800550003>11.4 <0057004B00480003>11.6 <004A00550044005100570003>11.5 <002E002E00110013001400110014001100140011001300140011001300130013001C0003>]TJ 0.053 Tc -0.053 Tw 0 -1.2 Td [<000B>0.5 <00270024>111.2 <0037>80.7 <002400260035>0.5 <003200360036000C000F>0.5 <0003>-104.6 <00530055>0.5 <0052004D>0.6 <0048>0.6 <0046>0.6 <0057>0.7 <0003>-104.7 <0026>0.5 <0028>0.6 <002E003200300003>-104.6 <00580051>0.5 <00470048>0.6 <0055>0.5 <0003>-104.6 <0057>0.6 <004B0048>0.7 <0003>-104.7 <004A>0.5 <00550044>0.6 <0051>0.5 <0057>0.6 <0003>-104.6 <002E002E00110013>0.5 <00140011>0.5 <0015>0.5 <00110015>0.5 <00110013>0.5 <00160011>0.5 <00130013>0.5 <00130017>0.5 <000F0003>-104.6 <0026>0.5 <0028>0.6 <002C>53 <0003>]TJ 0.01 Tc -0.01 Tw 0 -1.2 Td [<0053>0.5 <0055>0.5 <0052>0.5 <004D>0.7 <0048>0.7 <0046>0.6 <0057>0.7 <0003>-49.5 <00B3>0.7 <0026>0.5 <00320039002C>0.5 <00270024004C>0.6 <00B4>0.7 <0003>-49.5 <000B>0.5 <0016>0.5 <0013>0.5 <0018>0.5 <0011>0.6 <0019>0.5 <0013>0.5 <0014>0.5 <001C>0.5 <0010>0.5 <0015>0.5 <0013>0.5 <000C>0.5 <0003>-49.5 <0044>0.7 <0051>0.5 <0047>0.5 <0003>-49.5 <00380051>0.5 <004C>0.7 <0059>0.5 <0048>0.6 <0055>0.5 <0056004C>0.7 <0057>0.6 <005C>0.5 <0003>-49.5 <0052>0.6 <0049>0.5 <0003>-49.5 <0035>0.5 <004C>0.7 <004D>0.7 <0048>0.6 <004E>0.5 <0044>0.7 <0003>-49.5 <00560046>0.7 <004C>0.7 <0048>0.6 <0051>0.6 <0057>0.6 <004C>0.7 <00BF0046>0.6 <0003>-49.5 <004A>0.6 <00550044>0.7 <0051>0.5 <0057>0.7 <0003>-49.5 <0058>0.5 <0051>0.5 <004C>0.7 <0055>0.5 <004C>0.7 <0010>]TJ /TT0 1 Tf 0 Tc 0 Tw 0 -1.2 Td (tehnic-18-275-1447)Tj /C2_0 1 Tf 11 0 0 11 56.7 310.1574 Tm [<00350048004900480055>18.3 <00480051004600480056>]TJ /TT0 1 Tf 8.5 0 0 8.5 56.7 289.8188 Tm (1.)Tj /Span<>> BDC ( )Tj EMC /C2_1 1 Tf 0.004 Tc -0.004 Tw 1.667 0 Td [<0025005200520050000F0003>-50.3 <002500110003>-50.3 <002D0011000F0003>-50.2 <002B005800440051004A000F0003>-50.2 <0033>110.5 <00110003>-50.2 <003B0011000F0003>-50.2 <00250048005C00440051000F0003>-50.2 <00260011000F0003>-50.2 <00360053004400500053004C0051004400570052000F0003>-50.2 <00260011000F0003>-50.2 <00330044004F0044005D005D0052000F0003>-50.2 <00360011000F0003>-50.3 <002B0048000F0003>-50.3 <002D0011000F0003>-50.2 <0011001100110003>-50.2 <00090003>-50.2 <0026004B004800510010002500580055>17.8 <004A00480055>39.8 <000F>4 <0003>]TJ 0.011 Tc -0.011 Tw 0 -1.059 Td [<003C>128.7 <00110003>-50 <002B00110003>-50.1 <000B0015001300140015000C00110003>-50.1 <002F00520051004A001000570048005500500003>-50 <00580051004700480055005A00440057004800550003>-50 <0046004400500048005500440003>-50.1 <00560058005500590048004C004F004F00440051004600480003>-50.1 <0049005200550003>-50.1 <005000520051004C005700520055004C0051004A0003>-50 <0044005100470003>-50 <004400510044004F005C0056004C00560003>-50 <005200490003>-50 <00BF0056004B>11 <0003>]TJ /TT0 1 Tf 0 Tc 0 Tw 0 -1.059 Td (populations. )Tj /C2_2 1 Tf 5.166 0 Td [<0039>74.4 <0024002C002500140015>]TJ /TT0 1 Tf (.)Tj -6.834 -1.059 Td (2.)Tj /Span<>> BDC ( )Tj EMC /C2_1 1 Tf 1.667 0 Td [<0025005200520050000F0003>-50 <002500110003>-50.1 <002D0011000F0003>-50 <002B005800440051004A000F0003>-50 <0033>110.6 <00110003>-50 <003B0011000F0003>-50 <002B0048000F0003>-50.1 <002D0011000F0003>-50 <00090003>-50 <0029004C0056004B00480055>40.1 <000F0003>-50 <003500110003>-50 <002500110003>-50.1 <000B0015001300140015000F0003>-50.1 <00310052005900480050004500480055000C00110003>-50 <0036005800530053005200550057004C0051004A0003>-50 <004A0055005200580051004700100057005500580057004B0003>]TJ /TT0 1 Tf -0.005 Tc -0.038 Tw 0 -1.059 Td [(a)0.7 (nn)0.6 (o)0.5 (t)0.6 (a)0.7 (t)0.6 (i)0.7 (o)0.5 (n)0.5 ( o)0.5 (f)0.5 ( i)0.7 (m)0.6 (a)0.7 (g)0.5 (e)0.6 ( d)0.5 (a)0.7 (t)0.6 (a)0.7 (se)0.7 (t)0.6 (s u)0.5 (si)0.7 (n)0.5 (g)0.5 ( c)0.6 (l)0.7 (u)0.5 (st)0.7 (e)0.6 (r)0.5 (i)0.7 (n)0.5 (g)0.5 (.)0.5 ( I)0.5 (n)0.5 ( )]TJ /C2_2 1 Tf 0.005 Tw [<0033>0.7 <0055>37.4 <0052>0.5 <0046>0.7 <0048>0.6 <0048>0.7 <0047004C>0.7 <0051>0.5 <004A>0.5 <00560003>38 <0052>0.5 <0049>0.7 <0003>38 <0057>0.7 <004B>0.5 <0048>0.6 <0003>38 <0015>0.5 <0014>0.5 <00560057>0.6 <0003>38 <002C>0.5 <0051>0.5 <0057>0.7 <0048>0.6 <00550051>0.5 <0044>0.5 <0057>0.6 <004C>0.7 <0052>0.5 <0051>0.5 <0044>0.5 <004F>0.6 <0003>38 <0026>0.5 <0052>0.6 <00510049>0.7 <0048>0.7 <0055>37.4 <0048>0.7 <0051>0.5 <0046>0.6 <0048>-4.8 <0003>]TJ 0 Tc 0 Tw 0 -1.059 Td <005200510003003300440057005700480055005100030035004800460052004A0051004C0057004C005200510003000B002C0026003300350015001300140015000C>Tj /TT0 1 Tf 14.469 0 Td ( \(pp. 1542-1545\). IEEE.)Tj -16.137 -1.059 Td (3.)Tj /Span<>> BDC ( )Tj EMC /C2_1 1 Tf 0.006 Tc -0.006 Tw 1.667 0 Td [<003A004B004C00570050004400550056004B000F0003>-50.4 <003600110003>-50.3 <002E0011000F0003>-50.3 <00290044004C0055005A004800440057004B00480055>39.7 <000F0003>-50.3 <0033>110.3 <00110003>-50.4 <002A0011000F0003>-50.4 <00090003>-50.3 <002B>-0.6 <00580059004800510048004800550056>-0.6 <000F0003>-50.4 <002600110003>-50.3 <000B001500130014001A000C00110003>-32.3 <003A004B004400570003>-50.4 <004C00560003>-50.3 <0025004C004A0003>-50.4 <00250035003800390059004800550003>-50.3 <005800530003>-50.4 <005700520022>6.1 <0003>]TJ /TT0 1 Tf -0.01 Tc -0.037 Tw 0 -1.059 Td (Methods and uses of baited underwater video. )Tj /C2_2 1 Tf 0.01 Tw [<003500480059004C0048005A00560003>37.4 <004C00510003>37.3 <0029004C0056004B0003>37.4 <0025004C0052004F0052004A005C0003>37.4 <0044005100470003>37.4 <0029004C0056004B00480055004C00480056>]TJ /TT0 1 Tf (, )Tj /TT1 1 Tf 33.257 0 Td (27)Tj /TT0 1 Tf -0.037 Tw (\(1\), 53-73.)Tj 0 Tc 0 Tw -34.925 -1.059 Td (4.)Tj /Span<>> BDC ( )Tj EMC /C2_1 1 Tf 0.027 Tc -0.027 Tw 1.667 0 Td [<003D004B00440051004A000F0003>-53.3 <00300011000F0003>-53.3 <002F>0.5 <004C000F0003>-35.2 <003A>92.2 <0011000F0003>-53.2 <00090003>-53.2 <00270058000F0003>-53.2 <003400110003>-53.3 <000B001500130014001B000C00110003>-53.2 <0027004C00590048005500560048>0.5 <0003>-53.3 <00550048004A004C>0.5 <005200510010004500440056004800470003>-53.2 <0026003100310003>-53.2 <0049005200550003>-53.3 <004B005C00530048005500560053004800460057>0.5 <00550044004F>0.5 <0003>-53.3 <004C>0.5 <00500044004A0048>27.2 <0003>]TJ 0 Tc 0 Tw 0 -1.059 Td <0046004F004400560056004C00BF004600440057004C0052005100110003>Tj /C2_2 1 Tf 5.721 0 Td [<002C00280028002800030037>55.5 <0055004400510056004400460057004C0052005100560003005200510003002C00500044004A0048000300330055>37.1 <00520046004800560056004C0051004A>]TJ /TT0 1 Tf (, )Tj /TT1 1 Tf (27)Tj /TT0 1 Tf (\(6\), 2623-2634.)Tj -7.389 -1.059 Td (5.)Tj /Span<>> BDC ( )Tj EMC /C2_1 1 Tf -0.006 Tc 0.006 Tw 1.667 0 Td [<0026004B0052005A0047004B00580055005C>65.3 <000F0003>93.1 <00240011000F0003>37.9 <002E0044>0.6 <00580057>0.6 <005D>0.5 <000F0003>37.9 <0028>0.6 <0011000F0003>75 <003C>100.4 <0048>0.5 <00510048>0.6 <0055>40.4 <000F0003>37.9 <00250011>0.5 <000F0003>37.9 <0009>0.5 <0003>38 <002F>0.5 <0048>0.6 <005A004C>0.6 <0056000F0003>37.9 <002700110003>37.9 <000B0015001300140019000C00110003>37.9 <002C0050>0.6 <0044>0.6 <004A0048>0.5 <0003>37.9 <00470055004C>0.6 <00590048>0.6 <00510003>37.9 <0050>0.6 <0044>0.5 <0046>0.6 <004B004C>0.6 <00510048>0.5 <0003>37.9 <004F>0.6 <0048>0.6 <0044>0.5 <00550051004C>0.6 <0051004A0003>37.9 <0050>0.6 <0048>0.6 <0057>0.5 <004B00520047>0.5 <0056>-6.2 <0003>]TJ /TT0 1 Tf 0 Tc 0 Tw 0 -1.059 Td (for microstructure recognition. )Tj /C2_2 1 Tf 12.551 0 Td <00260052005000530058005700440057004C005200510044004F000300300044005700480055004C0044004F0056000300360046004C0048005100460048>Tj /TT0 1 Tf 13.442 0 Td (, )Tj /C2_2 1 Tf <001400150016>Tj /TT0 1 Tf (, 176-187.)Tj -27.661 -1.059 Td (6.)Tj /Span<>> BDC ( )Tj EMC /C2_1 1 Tf 1.667 0 Td [<002F00520055004800510046004C0051000F0003>22.9 <002C0011000F0003>77.4 <0024005100FF0048004F004C00FC000F0003>22.6 <00310011000F0003>22.1 <002500440055004800560056004C0003>22.4 <00E20048004A005200570044000F0003>22.5 <00360011000F0003>22.2 <00E20057004C004900440051004C00FC000F0003>22.9 <00270011000F0003>22.1 <0030005800560058004F004C0051000F0003>22.3 <002D0011000F0003>22.1 <00300055005D004F004D0044004E000F0003>40.4 <0039>128.7 <0011000F0003>22.3 <003000440055004E0052005900440010002600440055>40.3 <000F0003>]TJ -0.003 Tc 0.003 Tw 0 -1.059 Td [<0028>0.6 <0011000F0003>37.9 <00260044>0.5 <0055>40.4 <000F0003>38 <003D>0.5 <00110003>37.9 <000B0015001300150013000C00110003>37.9 <00270044>0.6 <0057>0.5 <0044>0.6 <00560048>0.6 <0057>0.6 <0003>37.8 <0036004C>0.6 <005D>0.5 <0048>0.6 <00100045>0.5 <0044>0.5 <00560048>0.6 <00470003>93.1 <002400530053005500520044>0.5 <0046>0.6 <004B0003>37.9 <004C>0.6 <00510003>37.9 <00270048>0.5 <0056004C>0.6 <004A00510003>37.9 <005200490003>93.1 <002400550057>0.6 <004C>0.6 <00BF0046>0.6 <004C>0.5 <0044>0.6 <004F>0.6 <0003>37.9 <00310048>0.5 <005800550044>0.6 <004F>0.5 <0003>37.9 <00310048>0.5 <0057>0.6 <005A00520055004E0003>37.9 <0049005200550003>37.9 <002500550048>0.6 <0044>0.5 <00560057>-2.8 <0003>]TJ /TT0 1 Tf 0 Tc 0 Tw 0 -1.059 Td (Cancer Diagnosis. )Tj /C2_2 1 Tf [<003A>91.8 <00520055004F00470003005200490003002B00480044004F0057004B000F00030016000F00030014001600100014001C0011>]TJ /TT0 1 Tf -1.667 -1.059 Td (7.)Tj /Span<>> BDC ( )Tj EMC /C2_1 1 Tf 1.667 0 Td [<002600440055>40.2 <000F0003>15.5 <003D0011000F0003>15.7 <002500440055004800560056004C0003>15.7 <00E20048004A005200570044000F0003>15.8 <00360011000F0003>70.5 <0024005100FF0048004F004C00FC000F0003>16 <00310011000F0003>15.4 <002F00520055004800510046004C0051000F0003>16.1 <002C0011000F0003>15.6 <00090003>15.6 <00300055005D004F004D0044004E000F0003>34.1 <0039>128.7 <00110003>15.6 <000B0015001300150013000C00110003>15.5 <0030005200470048004F004C0051004A0003>16 <0057004B00480003>15.8 <0036005300550048004400470003>]TJ -0.009 Tc 0.009 Tw 0 -1.059 Td [<0052>0.5 <00490003>38 <002600320039002C002700100014>0.5 <001C0003>38 <002C>0.5 <005100490048>0.7 <0046>0.5 <0057>0.7 <004C>0.6 <0052>0.5 <00510003>38 <00380056004C>0.7 <0051004A>0.5 <0003>37.9 <0044>0.6 <0003>38 <00300058004F>0.6 <0057>0.7 <004C>0.6 <004F>0.6 <0044>0.6 <005C>0.5 <0048>0.6 <00550003>38 <00330048>0.6 <00550046>0.6 <0048>0.6 <0053>0.5 <0057>0.6 <00550052>0.5 <00510011>0.5 <0003>]TJ /C2_2 1 Tf 21.564 0 Td [<0026>0.5 <0052005000530058>0.5 <0057>0.6 <0044>0.5 <0057>0.6 <004C>0.6 <0052>0.5 <00510044>0.5 <004F>0.6 <0003>38 <00440051>0.5 <00470003>37.9 <0030>0.5 <0044>0.5 <0057>0.6 <004B0048>0.6 <00500044>0.5 <0057>0.6 <004C>0.6 <0046>0.6 <0044>0.5 <004F>0.6 <0003>38 <00300048>0.6 <0057>0.6 <004B>0.5 <00520047>0.5 <0056>-9.2 <0003>]TJ 0 Tc 0 Tw -21.564 -1.059 Td <004C00510003003000480047004C0046004C00510048>Tj 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cm 0 0 m 0 13.74 l S Q q 1 0 0 1 354.5646 263.4066 cm 0 0 m 56.943 0 l S Q q 1 0 0 1 354.5646 249.4164 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 411.2575 249.4164 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 70.85 249.1664 cm 0 0 m 68.281 0 l S Q q 1 0 0 1 71.1 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 139.1315 249.1664 cm 0 0 m 45.354 0 l S Q q 1 0 0 1 139.1315 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 184.4858 249.1664 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 184.4858 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 227.0055 249.1664 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 227.0055 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 269.5252 249.1664 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 269.5252 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 312.0449 249.1664 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 312.0449 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 354.5646 249.1664 cm 0 0 m 56.943 0 l S Q q 1 0 0 1 354.5646 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 411.2575 235.1761 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 70.85 234.9261 cm 0 0 m 68.281 0 l S Q q 1 0 0 1 71.1 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 139.1315 234.9261 cm 0 0 m 45.354 0 l S Q q 1 0 0 1 139.1315 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 184.4858 234.9261 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 184.4858 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 227.0055 234.9261 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 227.0055 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 269.5252 234.9261 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 269.5252 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 312.0449 234.9261 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 312.0449 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 354.5646 234.9261 cm 0 0 m 56.943 0 l S Q q 1 0 0 1 354.5646 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 411.2575 220.9359 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 70.85 220.6859 cm 0 0 m 68.281 0 l S Q q 1 0 0 1 71.1 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 139.1315 220.6859 cm 0 0 m 45.354 0 l S Q q 1 0 0 1 139.1315 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 184.4858 220.6859 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 184.4858 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 227.0055 220.6859 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 227.0055 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 269.5252 220.6859 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 269.5252 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 312.0449 220.6859 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 312.0449 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 354.5646 220.6859 cm 0 0 m 56.943 0 l S Q q 1 0 0 1 354.5646 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 411.2575 206.6957 cm 0 0 m 0 13.74 l S Q q 1 0 0 1 70.85 206.4457 cm 0 0 m 68.281 0 l S Q q 1 0 0 1 139.1315 206.4457 cm 0 0 m 45.354 0 l S Q q 1 0 0 1 184.4858 206.4457 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 227.0055 206.4457 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 269.5252 206.4457 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 312.0449 206.4457 cm 0 0 m 42.52 0 l S Q q 1 0 0 1 354.5646 206.4457 cm 0 0 m 56.943 0 l S Q BT /GS1 gs /C2_2 1 Tf -0.01 Tc 0.01 Tw 8.73 0 0 9 85.2982 374.848 Tm [<003100580050004500480055>18.2 <000300520049>-10 <0003>]TJ -1.155 -1.222 Td [<004B005C005300480055005300440055004400500048005700480055>8.2 <0003>]TJ 0.808 -1.222 Td <0046005200500045004C005100440057004C00520051>Tj -0.018 Tc 0.018 Tw 6.972 1.833 Td [<00240046>0.5 <0057004C>0.5 <005900440057004C>0.5 <00520051>-18.2 <0003>]TJ -0.01 Tc 0.01 Tw 0.396 -1.222 Td <00490058005100460057004C00520051>Tj /TT1 1 Tf 5.449 0.611 Td (Solver)Tj /C2_2 1 Tf 4.26 0.611 Td [<002F0048004400550051004C0051004A>-10 <0003>]TJ /TT1 1 Tf 1.092 -1.222 Td (rate)Tj /C2_2 1 Tf 3.778 1.833 Td [<002F0048004400550051004C0051004A>-10 <0003>]TJ /TT1 1 Tf 1.092 -1.222 Td [(rate)-9.9 ( )]TJ /C2_2 1 Tf -0.357 -1.222 Td <0047004800460044005C>Tj -0.014 Tc 0.014 Tw 4.095 1.833 Td [<0024004600460058005500440046005C>-14 <0003>]TJ /TT1 1 Tf -0.01 Tc 0.01 Tw 1.154 -1.222 Td ([%])Tj /C2_2 1 Tf 3.722 1.222 Td [<00260052005000530058005700440057004C00520051>-10.1 <0003>]TJ 1.222 -1.222 Td [<0057004C005000480003003E00560040>-10 <0003>]TJ /TT0 1 Tf -30.629 -2.193 Td (1.)Tj 5.344 0 Td (Identity)Tj 4.61 0 Td (RMSprop)Tj 5.708 0 Td (0.001)Tj 5.102 0 Td (1e-5)Tj 4.639 0 Td (99.40)Tj 5.682 0 Td (40.37)Tj -31.086 -1.582 Td (2.)Tj 5.902 0 Td (ELU)Tj 4.052 0 Td (RMSprop)Tj 5.708 0 Td (0.001)Tj 5.102 0 Td (1e-6)Tj 4.639 0 Td (99.14)Tj 5.682 0 Td (52.45)Tj -31.086 -1.582 Td (3.)Tj 5.902 0 Td (ELU)Tj 4.326 0 Td (Adamax)Tj 5.679 0 Td (0.01)Tj 4.857 0 Td (1e-8)Tj 4.639 0 Td (98.89)Tj 5.682 0 Td (52.26)Tj -31.086 -1.582 Td (4.)Tj 5.657 0 Td (ReLU)Tj 4.571 0 Td (Adamax)Tj 5.679 0 Td (0.01)Tj 4.857 0 Td (1e-5)Tj 4.639 0 Td (98.81)Tj 5.682 0 Td (45.74)Tj -31.086 -1.582 Td (5.)Tj 5.887 0 Td [(T)70 (anh)]TJ 4.803 0 Td (Adam)Tj 4.972 0 Td (0.001)Tj 5.102 0 Td (1e-8)Tj 4.639 0 Td (98.81)Tj 5.682 0 Td (50.71)Tj -31.086 -1.582 Td (6.)Tj 5.657 0 Td (ReLU)Tj 5.25 0 Td (SGD)Tj 5.246 0 Td (0.1)Tj 4.612 0 Td (1e-7)Tj 4.639 0 Td (98.50)Tj 5.682 0 Td (45.95)Tj -31.086 -1.582 Td (7.)Tj 5.344 0 Td (Identity)Tj 4.783 0 Td (Adadelta)Tj 6.025 0 Td (0.1)Tj 4.612 0 Td (1e-6)Tj 4.639 0 Td (98.39)Tj 5.682 0 Td (41.58)Tj -31.086 -1.582 Td (8.)Tj 5.657 0 Td (ReLU)Tj 5.033 0 Td (Adam)Tj 5.217 0 Td (0.01)Tj 4.857 0 Td (1e-7)Tj 4.639 0 Td (98.32)Tj 5.682 0 Td (43.98)Tj -31.086 -1.582 Td (9.)Tj 5.887 0 Td [(T)70 (anh)]TJ 4.068 0 Td (RMSprop)Tj 5.708 0 Td (0.001)Tj 5.102 0 Td (1e-7)Tj 4.639 0 Td (98.19)Tj 5.682 0 Td (51.57)Tj -31.331 -1.582 Td (10.)Tj 5.589 0 Td (Identity)Tj 5.346 0 Td (Adam)Tj 5.462 0 Td (0.1)Tj 4.612 0 Td (1e-6)Tj 4.639 0 Td (97.62)Tj 5.682 0 Td (41.16)Tj /C2_0 1 Tf 0.014 Tc -0.014 Tw 10 0 0 10 90.6925 189.6917 Tm [<0026>0.6 <003100310003>-49.5 <0050>0.8 <0052>0.5 <0047>0.5 <0048>0.7 <004F>0.8 <00560003>-49.4 <0057>0.7 <004B>0.5 <0044>0.7 <0057>0.7 <0003>-49.4 <0044>0.7 <0046>0.7 <004B>0.5 <004C>0.7 <0048>0.7 <0059>0.6 <0048>0.7 <0003>-49.5 <0044>0.7 <0003>-49.4 <0059>0.5 <0044>0.7 <004F>0.7 <0058>0.6 <0048>0.6 <0003>-49.4 <0052>0.5 <0049>0.6 <0003>-49.5 <0053>0.6 <0048>0.7 <0055>0.5 <0049>0.5 <0052>0.6 <0055>0.5 <0050>0.7 <0044>0.7 <0051>0.6 <0046>0.7 <0048>0.7 <0003>-49.5 <0050>0.7 <0048>0.7 <0044>0.7 <00560058>0.5 <0055>0.6 <0048>0.7 <0003>-49.5 <004B>0.5 <004C>0.8 <004A>0.5 <004B>0.6 <0048>0.6 <0055>0.6 <0003>-49.5 <0057>0.7 <004B>0.6 <0044>0.7 <0051>0.5 <0003>-49.4 <001C>0.5 <001C>0.5 <0003>-49.4 <0008>14 <0003>]TJ /TT0 1 Tf 0 Tc 0.049 Tw -1.984 -1.2 Td [(use RMSprop as solver with )0.5 (the same )0.6 (learning )0.9 (rate )0.7 (of 0.001. Furthermore, )0.8 (when all )]TJ -0.004 Tc -0.037 Tw 0 -1.2 Td [(res)-0.6 (ults)-0.6 ( are s)-0.6 (ummed up, it can be seen that all ten bes)-0.6 (t combinations)-0.6 ( of hyperparameters)-4.1 ( )]TJ /C2_0 1 Tf 0 Tc 0 Tw 0 -1.2 Td [<00440046004B004C004800590048004700030044005100030044004600460058005500440046005C000300590044004F005800480003005200490003001C001A001100190015000300080003005200550003004B004C004A004B00480055>57.6 <00110003>]TJ /TT0 1 Tf -0.007 Tc -0.038 Tw 1.984 -1.2 Td [(If t)0.5 (he)0.5 ( CNN m)0.5 (ode)0.6 (l)0.5 (s a)0.5 (re)0.6 ( c)0.5 (om)0.5 (pa)0.5 (re)0.5 (d i)0.5 (n t)0.5 (e)0.5 (rm)0.5 (s of c)0.5 (om)0.5 (put)0.5 (a)0.6 (t)0.5 (i)0.5 (on t)0.5 (i)0.6 (m)0.5 (e)0.5 (, t)0.5 (he)0.6 ( m)0.6 (ode)0.5 (l)0.5 ( wi)0.5 (t)0.6 (h t)0.5 (he)-6.9 ( )]TJ -0.006 Tc -0.037 Tw -1.984 -1.2 Td [(highest accuracy also has the shortest computation time of 40.37 seconds\ . )55.5 (Additionally)64.8 (,)-6 ( )]TJ 0.024 Tc 0.05 Tw 0 -1.2 Td [(CNN models where the Identity activation function is utilized for the de\ sign of)24 ( )]TJ 0 Tc -0.021 Tw 0 -1.2 Td [(convolutional )1.1 (layers required )0.6 (the shortest computation )1.1 (time. )0.7 (Graphical )0.7 (representation )]TJ 0 Tw 0 -1.2 Td (of computation time for each hyperparameter combination is shown in Figu\ re 3.)Tj ET endstream endobj 30 0 obj <> endobj 107 0 obj <> endobj 108 0 obj <>stream H\ێ0 "m5!$p0$Ki ^;1nM`N 4} kh_5a6qT|9Y=:>stream H|y\Gozp rx3MԸh4KLxFjd7nQ !DDBTT[Wq?LjIU;z ^Ȁ^j8_X INiH 7ft!ˁe\ʐr|0$ql\\WmF~8@1_Pa BcB|&19&ZRv ȳ ]RtZJBDaxtRlل-"xQ@?edlffB/B5m*W8/^ɲFB0Y܄w.Y#'8Q[t9N1,p Dh\1_Sʬӻ{xzРaƁM+)$T {YoSxi#k}:wkvo^Q秽Y/ /c :,>!1ixrʈR=&m&NJə~7e괬3fΚ=g r.Z˖_ju7l6m.زu;w޳w>cKNJ_2Q٩+Dy8 # 3 Ou&M&_S)Ф6u7EbC4!>!FFT}TT U[晴jfS<5_ݤnWjzF=^WEu 6(,&,.,!,ezxfyawd?bwf8RtKuKt_}I$ gzR\*-Aa3噢]$L/]~{oHͣkIe=yxoΫK֊xEu qVuhDbK.{YvJXL|+ @;D6c=VYdSXD^|\lO3&D 6K`68S(iY89Csp pC6LC1I_ rh!iH"-ɰbZBKQ 1H'-K+(ɍɃUZ6k țx3x;Dmݼ>r|1.\'$R>g,9.hkS,~4dIʲ̲Nn_|5la+Jɷ{w.?\6~t5Nd|u~:]Wɫ9}{9 la.XzD޻@A411f$D@{8c{]:J[Vw&?g'NtNѩ:M չd˗U[|{=+ʽ W,][gt d6q@OS4gz?9zz^%zitP/ 2F1zzA7Mzs\|BrLޢmzޡ?;.[zޯ9'q2p*q:gp&gqmbl};`G석K]ݰ; {c?8b#5qLt)s.\sn?O|=nč y8B\q .eWJ\q)4WUs :s>FR$yt!3eUS IqO H()R))2)˗M9KyOu2Q}j@ 5&ԔKԜZR\zZѫԚP[jGuNԙcB]}k}]uԓzQoC}4`BC}}[s5}~GyhyjbSbJMYAZdA 4Fk4Fq4^ 4ޠIޤ z~I_;z~K\a,ERXOa9 VX `=q1'7fs;fgƛ.{6;Sɻd9hiA)b.fb/bX+-b)v=b\U]|-߉C{s7yx(S✸$'q_Gx ϠJT/˖?=\+WPPϡ^@G"j+y|Eeؾ(;ˮ-ǚfHX9A)ߖD|_Nȩ1!gŊg'Er\Ur(Yn^y@EM~)cm<"z<#/By]4]Y$Y!PZ]RTJW*SV9*OQuU}P4SUSBTU[^u:ΪꪺzުjjၣF>+XxGTcx_x'=|WKR /k:x]^o7yI[fjf,2K l0fl7^sn fw=v~i;C ₄`t0.L ¬07녍faհu&l ۇŽas%v !{G1{ܞ'){ڞg9{^%{+feo'8NsŹ\*7:.nԕr.ˮqЭ0l;םhI4Z-VJTوu,587MpZn즸nfn[vs\7wa>G|Oi>_;*3(wsJ/Ii.!"% %t"XDD{hʊ++$FI!*fЄs<+szΝ;o>\t~U⎸+Q;= - )9pSER EQM1!{BKpSLqO-)qJĀxZQkjC_ ԎJIԞM@oQGD P*QWFݩSOE}ԇR?Oo4`"~ {>4F(McCK4hM BSiMLfLEi};;;;+ͣ9-<_tvypᇛS!J}er߹;m=S3 !AoתGi -e ZIh5,ZKh=mMp9m-bmm%}E_N;}i}K->t!:LG(1:NG'$SR):Mg,P)Q9 :tE?ЏY]]+x=XaXe6Ŧzx'KXI q2 3f:5tCH7MtStnCtst#(Su:R0^ST75LMѶnkؚj ƒm_l[ֳm6U(ctN=u/[q:^]u7]{^DA{Gl=j6ͷb{ʞgY[bKm-lEzB39z'z'y3Ds98Gcq'sNbqJgYQ"JE(D8/.⚸.nQ)nWD;BoGMdS(p&Fz2/afHꪺ/P'*UeL j!L(M[v*\fYeV5&ˬ5zl4flf.e+oXv]dLicLI\4 46MLShLifBLsBj(WCJ^UT QuY\~B`.4*.g j?_4$Ү&A0A: H58`6@Ȇ A2ٽ]{'P]k݃|@[X 0751ؽ&|8JʅNme/ ƺa0T@6 3`l[cG ޅX kc6bn{No< %Xu1QvHೆ@&acX[;8̄8DӠ.̐|:a?!:Isa|Ǖ;V1=`~ސcm5Ϡ?#qHsT~hg) ޛ-2+y@^ym|B v|yV8n!yt7Fpsyl-5g6+`1@+wTw r s| A(p`};0 D9skdyvyNz*N+׹B7!LZbˇK(6fO0= 0Xxv?[̯Q|F2B%Oj :pwYrX~ྻ*na0JM83p!3a{r Vb0/ވ2YNky?T϶KWB<#Yn";6MTax \i\lݰrp2\ys7ߧl/c2 ݾ8:q}+<^w/s%EgmlS{sy8v@y$!|$@`vJJ)EhTbJUU$!cTVX*Քюlh:1$$zsνyo}6o3m?ݴWur0T{WĭjK'~VVԇ250̔42JNh^~.| |)OkPy<ŕ$Et;IO^E `3Msg7/K\ /*6gau߰ɚy9I%[D=cg 不 H>GWѦGr~HH qbԮ ϗe9q" 70H[l09Szԧ.ѹۘ":{%ep BFc(Ö́w0jptzY94rC󲑏FCv2OW;F~RXJ68UpB+~jކ C!;J6[NaF/`}* t>#VF!fA͏a-RRR?cD+g#gu!pj 8I!Y4 篘0kA/ހ5$Ҋ+|^YZ`>s$.8v5ڠ=|:=*!"sy+7:296 %hFt;[XgP/&V,%!^+|2J:|` 3Z9z16l0_ ѵ)?`HvCFUveY"1v$T>ZV`v; dWa[*JBu*˗V-/(_py>o9EY鱙3 ܮ|#Ϟ;}ZmZ23̂% ˑ5H)r3"'!⚄TMlTN9JS$@O ˒v%$KIXEՐa^c ؊ǃsKHH\ k[p<%2r=,rg8pUيJi.9吮 mZ]}4r{ׂON!H%P_ q}(. ʰBXE~zr(7}] ruԭSE[ :֦c$N@ck>% ebKӥŁEdQ+yV`\fE7q8Q _pKJhI^uڠO(}$D# 'B ܠ0$PA6hgRkg50=%׻nӚmGF\a~s5rM-~Ӱ h@wyċ /x'=Yѳ;IUTQ^%L\G#oŕ++ʋf1>\cvᡲ]ؗgtfYY9bV+9rmNWvjnɷ&GW*gY-կ_[tC-fc8;ٗ}ؾǝ?>'%vIl'#M#KcME׏#XDUC4L*`tituSRT!6V4D* Gw;;FFY?)].b0e6K smpQ`V~X ܊uKy@_0dkM_}Hxl[%,:f {X JP nV-1#_) ej3 %g=vhOZS9)"5osX_zCͻ\^0\VtEbtE%-XH&>#2 ΐI6ˊPͽ+ X7X!.IxsGӇ~KW^{[W =}s|uVFVdȤ}QhAћugcp~W5??oYhNzQSjxxzucc ֑$sDZ=1rgju,!4\w tJz.t&|ZGpL<-\t¾,ߔ IJ*'𷕫 3I;>}svz1 P_ ~Ty]pF!4?>5{8wMŁzoah+o[쟋 /,. v{=VIJmL:r(G8Jn80N\!(}$Ba<4cZ9)DDy(|߁{rY1.nZ?n}'?{+o\}yi_0qGVZ78;FO?99:l^}=LmѾS;RPnU C8WN=`p`UUUxdFf;5cY(dP'f1b!cH\܏$"khѹVp-C}kw21[o~v::C%˽{=Zÿzsr̓[ ߽CyVupZSv\SH e5gK, n0~gg'9 *Xe/xδ.B3xi)9+ә6 NV*iZ[LM:]j쪃}hLյ|&of u\чo"l>%E֪]V'+uS:%Q{" v~IB*AnRchA&Y#ˇE*72*zj mt3G.ϛQk룵ttc^ &,}\rp >6\3 dQxpvß=MVmlz`yW[10Roq_25gG ioէbH-_k}u'<HIML '!y9mψe&7"Ԇ7Į+y$ʤzL)S +?VQo'yΉ$]yG]5*jZz4& Z""@&DuJ/Qެ}&4)98L :  ]^uf3C:t6g8]8Flj*^Q8^QUݨҚQUP[$ǩS"=|Z5rNB͹jp,<{|;V2^hVHS`Y9n0`Yx=qy ( Z`ʓ6 x3?M},z1fKÛ#uhDD{dMglm5[rՇ.{ss @x4\P.XFaaӾpp(-<8_~2se\lE:3Rߔ +ԋ c0זFFb+U=-KWnltIlن#K?zGm$#GW41K_6 fggw=^{ze=^֬0. 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/~'ܕN']A2d-VLUC Gno.E#2Xe+ Ns+eKECVQ0G92 endstream endobj 24 0 obj <> endobj 21 0 obj <>stream q /GS0 gs 0 TL/Fm0 Do Q BT 0 0 0 1 k /GS1 gs /TT0 1 Tf 10 0 0 10 56.7 49.7664 Tm (136)Tj ET q 0 g /GS0 gs 0 TL/Fm1 Do Q BT /C2_0 1 Tf 10 0 0 10 56.7 571.3567 Tm [<004400560003>18.4 <00440003>18.5 <00550052005A0003>18.2 <004C0047004800510057004C00BF0048>0.7 <0055>40 <000F0003>18.4 <0044005100470003>]TJ /TT1 1 Tf 9.254 0 Td (j)Tj /C2_0 1 Tf [<0003>18.4 <004C00560003>18.3 <0046005200510056004C004700480055004800470003>18.9 <004400560003>18.4 <00440003>18.5 <00460052004F0058005000510003>18.9 <004C0047004800510057004C>0.7 <00BF00480055>55.1 <00110003>18.4 <00300052005500480052005900480055>40.3 <000F0003>36.4 <00370033>37.2 <0003>18.4 <00550048005300550048005600480051005700560003>]TJ 0.012 Tc -0.012 Tw -9.254 -1.2 Td [<0046005200550055004800460057004F005C0003>-50.2 <0046004F004400560056004C00BF00480047000F0003>-50.2 <00290033>36.9 <0003>-50.2 <00550048005300550048005600480051005700560003>-50.1 <004C00510046005200550055004800460057004F005C0003>-50.2 <0046004F004400560056004C00BF00480047000F0003>-50.2 <002900310003>-50.1 <00550048005300550048005600480051005700560003>-50.1 <004C00510046005200550055004800460057004F005C>11.9 <0003>]TJ 0 Tc 0 Tw 0 -1.2 Td [<00550048>0.5 <004D>0.6 <0048>0.5 <0046>0.5 <0057>0.6 <0048>0.5 <0047000F0003>37.8 <005A004B004C>0.6 <004F>0.5 <0048>0.5 <0003>56 <0037>0.5 <00310003>37.8 <004C>0.6 <00560003>37.9 <0046>0.5 <0052005500550048>0.6 <0046>0.5 <0057>0.6 <004F>0.5 <005C0003>37.9 <00550048>0.6 <004D>0.5 <0048>0.5 <0046>0.6 <0057>0.5 <0048>0.6 <00470003>37.9 <003E00160016004000110003>37.9 <002C00510003>37.9 <0057>0.6 <004B0048>0.6 <0003>37.8 <0046>0.6 <00520051004900580056004C>0.6 <005200510003>37.9 <0050>0.5 <0044>0.6 <0057>0.5 <0055004C>0.6 <005B000F0003>37.9 <0057>0.5 <004B0048>0.6 <0003>37.8 <0050>0.6 <004C>0.5 <00560046>0.6 <004F>0.5 <0044>0.6 <00560056004C>0.5 <00BF0048>0.5 <00470003>]TJ /TT0 1 Tf 0.003 Tc 0.05 Tw 0 -1.2 Td (elements are located out of the main diagonal )Tj /TT1 1 Tf 0 Tc 0 Tw (n)Tj 0.003 Tc -0.003 Tw 6.5 0 0 6.5 251.5943 533.8567 Tm (ii)Tj /C2_0 1 Tf 10 0 0 10 255.2481 535.3567 Tm [<0003>-50.2 <005A004B004C004F00480003>-50.3 <0046005200550055004800460057004F005C0003>-50.3 <0046004F004400560056004C00BF004800470003>-50.2 <00520051004800560003>-50.2 <004400550048>3.1 <0003>]TJ 0.002 Tc -0.002 Tw -19.855 -1.2 Td [<0053>0.6 <004F>0.7 <0044>0.7 <0046>0.7 <0048>0.7 <0047>0.5 <0003>-49.4 <004C>0.7 <0051>0.5 <0003>-49.4 <0057>0.7 <004B>0.6 <0048>0.7 <0003>-49.5 <0050>0.7 <0044>0.7 <004C>0.8 <0051>0.5 <0003>-49.4 <0047>0.5 <004C>0.7 <0044>0.7 <004A>0.6 <0052>0.5 <0051>0.6 <0044>0.7 <004F>0.7 <0011>0.6 <0003>-49.5 <00290058>0.6 <0055>0.5 <0057>0.7 <004B>0.6 <0048>0.7 <0055>0.5 <0050>0.7 <0052>0.6 <0055>0.5 <0048>0.7 <000F>0.6 <0003>-49.5 <0057>0.7 <004B>0.6 <0048>0.7 <0003>-49.5 <0046>0.8 <004F>0.7 <0044>0.7 <00560056004C>0.8 <00BF0046>0.7 <0044>0.7 <0057>0.7 <004C>0.7 <0052>0.6 <0051>0.5 <0003>-49.5 <0044>0.8 <0046>0.7 <0046>0.7 <0058>0.5 <0055>0.6 <0044>0.7 <0046>0.7 <005C>0.5 <0003>-49.4 <000B>0.5 <00240026>0.6 <0026>0.5 <000C>0.6 <0003>-49.5 <0046>0.7 <0044>0.7 <0051>0.6 <0003>-49.5 <0045>0.6 <0048>2.1 <0003>]TJ /TT0 1 Tf 0 Tc 0 Tw 0 -1.2 Td (easily derived from the confusion matrix as follows:)Tj /Span<>> BDC 1.984 -2.617 Td ( )Tj EMC ET q 168.818 475.184 115.92 27 re W n q /GS0 gs 115.9199905 0 0 26.9999985 168.8187561 475.1834731 cm /Im0 Do Q Q BT 9.795 Tw /Span<>> BDC 10 0 0 10 284.7388 485.1835 Tm ( )Tj EMC (\(1\))Tj /C2_1 1 Tf 0 Tw 11 0 0 11 56.7 450.5063 Tm <0016001100030035004800560058004F00570056000300440051004700030047004C00560046005800560056004C00520051>Tj /C2_0 1 Tf -0.008 Tc 0.008 Tw 10 0 0 10 76.5426 427.1677 Tm [<0037004B00480003>37.6 <0026003100310003>37.7 <0050005200470048004F0003>37.6 <005A004C0057004B0003>37.7 <004400550046004B004C00570048004600570058005500480003>37.6 <0053005500480056004800510057004800470003>37.6 <004C00510003>37.6 <0029004C004A0058005500480003>37.6 <001500110003>37.6 <005A004400560003>37.6 <005700550044004C0051004800470003>37.6 <005A004C0057004B0003>37.6 <0047004C0D7500480055004800510057>-7.8 <0003>]TJ /TT0 1 Tf 0.02 Tc 0.05 Tw -1.984 -1.2 Td [(combinations of hyperparameters in order to achieve high-quality classif\ ication.)20 ( )]TJ 0.011 Tc 0 -1.2 Td [(Computations were performed using Intel i5-9400 processor along with 16 \ GB of)11 ( )]TJ /C2_0 1 Tf 0.013 Tc -0.013 Tw 0 -1.2 Td [<0035>0.5 <002400300011>0.5 <0003>-49.4 <0025>0.5 <0048>0.6 <00560057>0.7 <0003>-49.5 <0055>0.5 <0048>0.7 <00560058>0.5 <004F>0.6 <0057>0.7 <0003>-49.5 <005A004C>0.7 <0057>0.7 <004B>0.5 <0003>-49.5 <0057>0.7 <004B>0.5 <0048>0.7 <0003>-49.5 <004B>0.5 <004C>0.7 <004A>0.5 <004B>0.5 <0048>0.7 <00560057>0.7 <0003>-49.5 <0046>0.7 <004F>0.7 <0044>0.7 <00560056004C>0.7 <00BF0046>0.7 <0044>0.7 <0057>0.6 <004C>0.7 <0052>0.5 <0051>0.5 <0003>-49.4 <0044>0.6 <0046>0.7 <0046>0.7 <0058>0.5 <0055>0.5 <0044>0.7 <0046>0.6 <005C>0.6 <0003>-49.5 <0059>0.5 <0044>0.7 <004F>0.6 <0058>0.6 <0048>0.6 <0003>-49.5 <004C>0.7 <00560003>-49.5 <0044>0.7 <0046>0.6 <004B>0.5 <004C>0.7 <0048>0.7 <0059>0.5 <0048>0.7 <0047>0.5 <0003>-49.5 <005A004B>0.5 <0048>0.6 <0051>13 <0003>]TJ /TT0 1 Tf 0 Tc 0.036 Tw 0 -1.2 Td [(Identity )0.8 (activatio)1.2 (n function )0.7 (is applied )0.7 (to hidden )0.5 (layers, )0.5 (RMSprop is used as a solver )]TJ -0.031 Tw 0 -1.2 Td [(with a learning rate of 0.001, and a learning rate decay of 1e-5. Moreov\ er)40.3 (, a confusion )]TJ /C2_0 1 Tf 0 Tw 0 -1.2 Td [<0050004400570055004C005B0003>18 <004C00560003>17.4 <00580056004800470003>17.3 <004C00510003>17.6 <005200550047004800550003>17.5 <005700520003>17.5 <0059004C005600580044004F004F005C0003>17.9 <004C005100570048005500530055004800570003>18.1 <0057004B00480003>17.7 <0046004F004400560056004C00BF004600440057004C005200510003>18.2 <005300480055004900520055005000440051004600480003>18.1 <005200490003>17.4 <0057004B00480003>17.6 <0026003100310003>]TJ /TT0 1 Tf 0 -1.2 Td [(model as shown in )18.4 (T)70 (able 3. )]TJ /C2_2 1 Tf 0 -2.05 Td [<0037>91.7 <00440045004F004800030016000300B10003002600520051004900580056004C0052005100030050004400570055004C005B0003004C00510003004400030049005200580055>20.8 <00100046004F00440056005600030046004F004400560056004C00BF004600440057004C00520051000300530055>37.6 <00520045004F00480050>]TJ /TT1 1 Tf ( )Tj /C2_2 1 Tf 0 -1.2 Td 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L=TE!^P"_Q!^QZMYL _R+j_*i^)j_(j`'i_2sj6vo5vn5xq5xq8{uJHN[Y`feghh__^[[]aabcc_^^aaaaabcceffhhhfffeedccdeeeeeggghhgffeeecccbbceeeeeeeeeeefffgghhhgggffffffgghhhhhhiiijjjjjfµdĶdĶeŷeŷeŷeŷeŷeŷeŷeŷeŷeŷeŷeŷcŶcŶcŶbĵbĵbĵaôaô`ĵ`ŵ`ŵaƶaƶaƶbǷbǷbǷaƶaƶ`Ƶ_Ƶ_Ƶ`Ƕ`Ƕ`Ƕcʹcʹcʹfͼfͼcͻ]ͺ^ͺ^ͺ^ͺ^ͺ`ͺ`ͺ`ͺ`ͺ`ͺ`ͺa̺a̺a̺a̺a̺b˺b˺b˺d˺d˺d˺f˻f˻f˻hʻhʻhʻiɻiɻjʼjʼjʼlʼlʼlʼm˽m˽m˽nʽnʽnʽnʽnʽmȽmǽmǽlȽlȽlȽlɾlɾlɾk˿k˿j̿iihhhgggffghhfcξcξhjjllkgͿgͿhͿiiloomlloonj˿j˿hɽeƺeƺfƺfǺ]÷Yddddccccccdddeefgghhhgٿgٿgٿhؿhؿhؾhٽhٽhٽhٽhٽhٻhٻhٻjػjػjػjػjػjػjػjػfںe۹e۹e۹e۹e۹fٸfٸfٸfطfطf׸f׹f׹h׺i׺i׺jػjػjػjؽjؽi׼hֻhֻgּfֽfֽdּdּdּb׽b׽b׽a׽a׽`׽_׼_׼^ؼ]ؼ]ؼ]׾]׾]׾\ٻ\ٻ\ٻ\ٻ\ٻ\ٻ]ػ]ػ^ټ^ٽ^ٽ`ؽ`ؽ`ؽa׽a׽a׽cؾcؾcؿccccccccbbbaa`_____^^^^^_ccddddddcccccca``___]]]\\[ZZY׿Y׿Y׿XؿXؿXؿW׾W׾W׾VֽVֽUռUռUռUռUռUռVպVպVպVպVպVպVպVպUԹUԹUԹWӹWӹWӹWӹWӹWӹVҸVҸVҸVҸVҸWӹWӹWӹWӹWӹWӹUԹUԹUԹUԹUԹTչTչTչTչTչTչTչTչTչSչSչSҷS̴SʹSʹSʹSʹSʹSʹSʹR̳R̳R̳R̳R̳R̳R̳R̳S˲S˲S˲S˲S˲S˲UʹUʹUʹU˳U˳U˳TʲTʲTʲTʲTʲTʲTʲTʲUɲUɲUɲUɲUɲUɲVʳVʳTɰSȮSȮRǭRǭRǭQƬQƬQƬPūDTw L=TE ^O!_P 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Materials and Methods)Tj /TT0 1 Tf -0.005 Tc -0.038 Tw 10 0 0 10 76.5028 147.02 Tm [(In this section, brief descriptions of the dataset, convolutional neural\ network, and)-5 ( )]TJ 0 Tc 0.05 Tw -1.984 -1.2 Td (hyperparameter optimization algorithm are given along with a subsection \ where the )Tj 0 Tw 0 -1.2 Td (confusion matrix as model performance measurement is presented.)Tj ET endstream endobj 110 0 obj <>stream q /GS0 gs 0 TL/Fm0 Do Q BT 0 0 0 1 k /GS1 gs /TT0 1 Tf 10 0 0 10 396 49.7664 Tm (131)Tj /T1_0 1 Tf 8 0 0 8 70.85 50.8841 Tm [(P)32 (o)12 (m)4 (o)12 (r)6 (s)4 (k)-4 (i zb)-8.9 (o)12 (r)-6 (ni)-5 (k 59 \(2020\), 131-142)]TJ /TT0 1 Tf 30.593 66.488 Td (ISSN 0554-6397)Tj 0 -1.2 Td (UDK: 004.032.26)Tj /C2_0 1 Tf 0 -1.2 Td <00320055004C004A004C00510044004F000300560046004C004800510057004C00BF0046000300530044005300480055>Tj /TT1 1 Tf -0.005 Tc 0.005 Tw 0 -1.5 Td (Received:)Tj /TT0 1 Tf 0 Tc -0.042 Tw ( 5)Tj -0.005 Tc 0.005 Tw 5.2 0 0 5.2 352.3879 554.2506 Tm (th)Tj -0.037 Tw 8 0 0 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F)79.5 (. \(2017\). )55.2 (A)-0.6 (n architecture combining convolutional neural netw)-0.6 (ork \(CN)-0.6 (N)-0.7 (\) and s)-0.7 (upport)-6.8 ( )]TJ /C2_0 1 Tf 0 Tc 0 Tw 0 -1.059 Td <0059004800460057005200550003005000440046004B004C005100480003000B003600390030000C00030049005200550003004C00500044004A004800030046004F004400560056004C00BF004600440057004C0052005100110003>Tj /C2_1 1 Tf 19.3 0 Td [<00440055003B004C0059000300530055>37.3 <004800530055004C00510057000300440055003B004C0059001D0014001A00140015001100130016001800170014>]TJ /TT0 1 Tf 13.267 0 Td (.)Tj -34.234 -1.059 Td (23.)Tj /Span<>> BDC ( )Tj EMC /C2_0 1 Tf 0.002 Tc -0.002 Tw 1.667 0 Td [<002F>0.6 <004C>0.7 <0058>0.5 <000F0003>-12.4 <003C>129.2 <0011>0.5 <000F>0.5 <0003>-49.5 <00260058>0.5 <004C>0.7 <000F0003>-49.5 <002B0011>0.5 <0003>-12.4 <003C>129.2 <0011000F>0.5 <0003>-49.5 <002E0058>0.5 <0044>0.6 <0051>0.5 <004A>0.5 <000F0003>-49.5 <003D>0.6 <0011>0.5 <000F>0.5 <0003>-49.5 <0009>0.6 <0003>-49.5 <002F>0.6 <004C>0.7 <000F0003>-49.5 <002A0011>0.5 <0003>-49.5 <003400110003>-49.5 <000B>0.5 <0015>0.5 <00130014>0.5 <001A>0.5 <000C>0.5 <00110003>-49.5 <0036004B>0.5 <004C>0.6 <0053>0.5 <0003>-49.5 <0047>0.5 <0048>0.6 <0057>0.6 <0048>0.7 <0046>0.6 <0057>0.6 <004C>0.7 <0052>0.5 <00510003>-49.5 <0044>0.6 <0051>0.5 <0047>0.5 <0003>-49.5 <0046>0.6 <004F>0.6 <0044>0.7 <00560056004C>0.6 <00BF0046>0.7 <0044>0.6 <0057>0.6 <004C>0.7 <0052>0.5 <00510003>-49.5 <0052>0.5 <0051>0.5 <0003>-49.6 <0052>0.5 <0053>0.5 <0057>0.6 <004C>0.7 <0046>0.6 <0044>0.6 <004F>2.2 <0003>]TJ /TT0 1 Tf 0.009 Tc 0.05 Tw 0 -1.059 Td (remote sensing images using deep learning. In )Tj /C2_1 1 Tf -0.009 Tw [<002C003700300003>-50.3 <003A>91.5 <004800450003>-50.3 <005200490003>-50.3 <002600520051004900480055>36.7 <00480051004600480056>]TJ /TT0 1 Tf 0.05 Tw [( \(Vol. 12, p. 05012\).)9 ( )]TJ /C2_0 1 Tf 0 Tc 0 Tw 0 -1.059 Td <002800270033000300360046004C004800510046004800560011>Tj /TT0 1 Tf -1.667 -1.059 Td (24.)Tj /Span<>> BDC ( )Tj EMC /C2_0 1 Tf 1.667 0 Td [<0028004F0003>43.7 <00240050004C0051000F0003>43.6 <002400110003>-11.9 <00300011000F0003>-11.9 <002F004C0058000F0003>-11.4 <00340011000F0003>-12 <00090003>6.5 <003A>80.2 <00440051004A000F0003>25.5 <003C>128.8 <00110003>-11.8 <000B0015001300140019000F0003>-11.8 <002D0058004F005C000C00110003>-11.7 <00260052005100590052004F00580057004C005200510044004F0003>-10.9 <00510048005800550044004F0003>-11.3 <005100480057005A00520055004E0003>-11.9 <004900480044005700580055004800560003>-11.4 <004500440056004800470003>]TJ /TT0 1 Tf -0.006 Tc -0.038 Tw 0 -1.059 Td (change detection in satellite images. In )Tj /C2_1 1 Tf 0.006 Tw [<0029004C0055005600570003>37.7 <002C0051005700480055005100440057004C005200510044004F0003>37.7 <003A>92 <00520055004E0056004B005200530003>37.7 <005200510003>37.6 <00330044005700570048005500510003>37.7 <0035004800460052004A0051004C0057004C00520051>]TJ /TT0 1 Tf -0.038 Tw [( \(Vol.)-6 ( )]TJ /C2_0 1 Tf 0 Tc 0 Tw 0 -1.059 Td <00140013001300140014000F0003005300110003001400130013001400140013003A000C00110003002C0051005700480055005100440057004C005200510044004F0003003600520046004C00480057005C00030049005200550003003200530057004C00460056000300440051004700030033004B0052005700520051004C004600560011>Tj /TT0 1 Tf -1.667 -1.059 Td (25.)Tj /Span<>> BDC ( )Tj EMC /C2_0 1 Tf -0.012 Tc 0.012 Tw 1.667 0 Td [<00350044004B0050005200580051004C000F0003>37.7 <00310011000F0003>37.7 <00310052005D004C0046004E000F0003>55.8 <0039>128.9 <0011000F0003>74.8 <003C>100.2 <004400500044004A004C0056004B004C000F0003>37.7 <002D0011000F0003>37.7 <00090003>37.6 <00280046004B004C005D00480051000F0003>37.7 <002C00110003>37.7 <000B001500130014001A000F0003>37.7 <00270048004600480050004500480055000C00110003>37.7 <0027004C00560057004C0051004A0058004C0056004B004C0051004A0003>37.7 <00460052005000530058005700480055>-12 <0003>]TJ /TT0 1 Tf 0.006 Tc 0.05 Tw 0 -1.059 Td [(gra)0.6 (phi)0.6 (c)0.5 (s from)0.6 ( na)0.5 (t)0.6 (ura)0.5 (l)0.6 ( i)0.5 (m)0.6 (a)0.5 (ge)0.5 (s usi)0.5 (ng c)0.5 (onvol)0.5 (ut)0.6 (i)0.5 (on ne)0.6 (ura)0.5 (l)0.6 ( ne)0.5 (t)0.6 (works. In )]TJ /C2_1 1 Tf -0.006 Tw [<001500130014001A0003>-49.6 <002C0028>0.5 <0028>0.5 <0028>0.6 <0003>-49.6 <003A>92.1 <00520055004E>0.5 <0056004B005200530003>-49.6 <00520051>6 <0003>]TJ 0 Tc 0 Tw 0 -1.059 Td [<002C0051004900520055005000440057004C005200510003002900520055>37.3 <004800510056004C004600560003004400510047000300360048004600580055004C0057005C0003000B003A002C00290036000C>]TJ /TT0 1 Tf 17.404 0 Td ( \(pp. 1-6\). IEEE.)Tj -19.071 -1.059 Td (26.)Tj /Span<>> BDC ( )Tj EMC /C2_0 1 Tf 0.01 Tc -0.01 Tw 1.667 0 Td [<002F>0.6 <004C>0.6 <0058>0.5 <000F>0.5 <0003>-49.6 <002E0011>0.5 <000F0003>-49.5 <002E0044>0.7 <0051004A>0.5 <000F0003>-49.5 <002A0011000F>0.5 <0003>-49.6 <003D>0.6 <004B>0.5 <0044>0.6 <0051>0.5 <004A000F>0.5 <0003>-49.6 <00310011>0.5 <000F0003>-49.5 <0009>0.6 <0003>-49.5 <002B00520058>0.5 <000F0003>-49.5 <00250011>0.5 <0003>-49.5 <000B0015>0.5 <00130014>0.5 <001B000C>0.5 <00110003>-49.5 <00250055>0.5 <0048>0.6 <0044>0.6 <00560057>0.6 <0003>-49.5 <0046>0.6 <0044>0.6 <00510046>0.7 <0048>0.6 <00550003>-49.5 <0046>0.6 <004F>0.6 <0044>0.6 <00560056004C>0.6 <00BF0046>0.6 <0044>0.6 <0057>0.7 <004C>0.6 <00520051>0.5 <0003>-49.6 <0045>0.5 <0044>0.6 <00560048>0.6 <0047>0.5 <0003>-49.6 <0052>0.5 <00510003>-49.5 <0049>0.5 <0058004F>0.6 <004F>0.7 <005C0010>]TJ 0 Tc 0 Tw 0 -1.059 Td <0046005200510051004800460057004800470003004F0044005C00480055000300BF005500560057000300460052005100590052004F00580057004C005200510044004F000300510048005800550044004F0003005100480057005A00520055004E005600110003>Tj /C2_1 1 Tf 21.021 0 Td [<002C0028002800280003>18.5 <002400460046004800560056>]TJ /TT0 1 Tf (, )Tj /C2_1 1 Tf <0019>Tj /TT0 1 Tf (, 23722-23732.)Tj -22.689 -1.059 Td (27.)Tj /Span<>> BDC ( )Tj EMC /C2_0 1 Tf 1.667 0 Td [<002500440056004B0044000F0003>-47 <003600110003>-47.2 <00360011000F0003>-47.3 <0027005800450048005C>64.9 <000F0003>-47.1 <003600110003>-47.3 <00350011000F0003>-47.2 <00330058004F004400450044004C004A00440055004C000F0003>-28.3 <0039>128.7 <0011000F0003>-47.2 <00090003>-47 <00300058004E004B00480055004D00480048000F0003>-46.7 <003600110003>-47.3 <000B0015001300150013000C00110003>-47.2 <002C005000530044004600570003>-46.6 <005200490003>-47.1 <00490058004F004F005C0003>-46.9 <0046005200510051004800460057004800470003>]TJ -0.008 Tc 0.008 Tw 0 -1.059 Td [<004F0044005C0048005500560003>37.2 <005200510003>37.2 <005300480055004900520055005000440051004600480003>37.3 <005200490003>37.3 <00460052005100590052004F00580057004C005200510044004F0003>37.2 <00510048005800550044004F0003>37.2 <005100480057005A00520055004E00560003>37.3 <0049005200550003>37.3 <004C00500044004A00480003>37.2 <0046004F004400560056004C00BF004600440057004C0052005100110003>]TJ /C2_1 1 Tf 31.524 0 Td [<0031004800580055>36.7 <0052004600520050005300580057004C0051004A>]TJ /TT0 1 Tf 0 Tc 0 Tw (, )Tj /C2_1 1 Tf -31.524 -1.059 Td <0016001A001B>Tj /TT0 1 Tf [(, 1)37.1 (12-1)37.1 (19.)]TJ -1.667 -1.059 Td (28.)Tj /Span<>> BDC ( )Tj EMC /C2_0 1 Tf 0.006 Tc -0.006 Tw 1.667 0 Td [<0026004B00440051004A000F0003>-50.3 <002D>-0.6 <0011000F0003>-50.3 <003D004B00440051004A000F0003>-50.3 <002F0011000F0003>-50.3 <002A0058000F0003>-50.3 <00310011000F0003>-50.3 <003D004B00440051004A000F0003>-50.3 <003B>-0.6 <0011000F0003>-13.2 <003C>99.6 <0048000F0003>-50.4 <00300011000F0003>-13.3 <003C>54.7 <004C0051000F0003>-50.4 <00350011000F0003>-50.3 <00090003>-50.3 <0030>-0.6 <00480051004A000F0003>-50.4 <003400110003>-50.4 <000B001500130014001C000C00110003>4.8 <0024>54.7 <0003>-50.4 <0050004C005B0010005300520052004F004C0051004A>6 <0003>]TJ /TT0 1 Tf 0.001 Tc 0.05 Tw 0 -1.059 Td [(C)0.5 (NN )0.5 (a)0.6 (r)0.5 (c)0.6 (h)0.5 (i)0.7 (t)0.6 (e)0.6 (c)0.7 (t)0.6 (u)0.5 (r)0.5 (e)0.6 ( )0.5 (wi)0.7 (t)0.6 (h)0.5 ( )0.5 (FC)0.5 (R)0.5 (F )0.5 (f)0.5 (or)0.5 ( )0.5 (b)0.5 (ra)0.7 (i)0.6 (n)0.5 ( )0.5 (t)0.7 (um)0.7 (o)0.5 (r )0.5 (se)0.7 (g)0.5 (m)0.6 (e)0.6 (n)0.5 (t)0.7 (a)0.6 (t)0.6 (i)0.7 (o)0.5 (n.)0.5 ( )]TJ /C2_1 1 Tf -0.001 Tw 24.676 0 Td [<002D>0.6 <0052>0.5 <0058>0.5 <00550051>0.5 <0044>0.5 <004F>0.6 <0003>-49.5 <0052>0.5 <0049>0.6 <0003>-49.5 <0039>74.9 <004C>0.6 <00560058>0.5 <0044>0.5 <004F>0.7 <0003>-49.6 <0026>0.5 <0052>0.5 <005000500058>0.5 <0051>0.5 <004C>0.6 <0046>0.7 <00440057>0.7 <004C>0.6 <0052>0.5 <0051>1 <0003>]TJ 0 Tc 0 Tw -24.676 -1.059 Td 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