Penerapan Neural Network Backpropagation Untuk Klasifikasi Jamur Penyebab Penyakit Antraknosa Pada Cabai

Lampiran 1
Tabel Hasil Pelatihan Citra
No
1

File Citra

Jenis

Hasil Ekstraksi Fitur

Colletotrichum

0.00633; 0.00009; 0.83212; 0.00003;

Capsici

0.00094; ............. 1.841271; 0.724006;
-1.131832; -1.504284; 3.073952;

2


Colletotrichum

0.00633; 0.00009; 0.83212; 0.00003;

Capsici

0.00094; ............. 1.841271; 0.724006;
-1.131832; -1.504284; 3.073952;

3

Colletotrichum

0.0045; 0.00009; 0.74159; 0.00011;

Capsici

0.00161; ............. 1.841271; 0.724006;
-1.131832; -1.504284; 3.073952;


4

Colletotrichum

0.00431; 0.00026; 0.68372; 0.00006;

Capsici

0.00297; ............. 1.841271; 0.724006;
-1.131832; -1.504284; 3.073952;

5

Colletotrichum

0.00689; 0.0001; 0.84276; 0.00004;

Capsici


0.00135; ............. 2.49263; 0.583258;
10.321665; 2.428576; -0.05158;

6

Colletotrichum

0.0048; 0.00007; 0.868; 0.00003;

Capsici

0.0007; ............. 2.49263; 0.583258;
10.321665; 2.428576; -0.05158;

7

Colletotrichum

0.00457 0.00017 0.85859 0.00004


Capsici

0.00206; 2.49263 0.583258 10.321665
2.428576 -0.05158;

8

Colletotrichum

0.00518 0.00021 0.83276 0.00013

Capsici

0.00227; 2.49263 0.583258 10.321665
2.428576 -0.05158;

9

Colletotrichum


0.00603 0.00014 0.82233 0.00006

Capsici

0.00157; 2.49263 0.583258 10.321665
2.428576 -0.05158;

Universitas Sumatera Utara

55

Tabel Hasil Pelatihan Citra (lanjutan)
10

Colletotrichum

0.00405 0.00018 0.74348 0.00007

Capsici


0.00224; 2.49263 0.583258 10.321665
2.428576 -0.05158;

11

Colletotrichum

0.00456 0.00007 0.84468 0.00003

Capsici

0.00094; 2.49263 0.583258 10.321665
2.428576 -0.05158;

12

Colletotrichum
Capsici

0.01032 0.00015 0.77488 0.00007

0.00109; 2.49263 0.583258 10.321665
2.428576 -0.05158;

13

Colletotrichum
Capsici

0.00584 0.00009 0.88035 0.00004
0.00098; 2.49263 0.583258 10.321665
2.428576 -0.05158

14

Colletotrichum
Capsici

0.00427 0.00033 0.73402 0.00011
0.00385; 2.49263 0.583258 10.321665
2.428576 -0.05158;


15

Colletotrichum
Capsici

0.00511 0.00011 0.84504 0.00004
0.00111; 2.49263 0.583258 10.321665
2.428576 -0.05158

16

Colletotrichum
Capsici

0.00418 0.00025 0.70043 0.00004
0.00203; 2.49263 0.583258 10.321665
2.428576 -0.05158;

17


Colletotrichum
Capsici

0.00428 0.00023 0.74584 0.00003
0.0025; 2.49263 0.583258 10.321665
2.428576 -0.05158;

18

Colletotrichum
Capsici

0.00515 0.00009 0.8436 0.00002
0.00081; 2.49263 0.583258 10.321665
2.428576 -0.05158;

19

Colletotrichum

Capsici

0.00405 0.00032 0.74712 0.00009
0.00248; 2.49263 0.583258 10.321665
2.428576 -0.05158;

Universitas Sumatera Utara

56

Tabel Hasil Pelatihan Citra (lanjutan)
20

Colletotrichum
Capsici

0.0044 0.00014 0.84569 0.00003
0.00096; 2.49263 0.583258 10.321665
2.428576 -0.05158


21

Colletotrichum
Capsici

0.004 0.00039 0.61521 0.00011
0.00368; 2.49263 0.583258 10.321665
2.428576 -0.05158;

22

Colletotrichum
Capsici

0.00406 0.00014 0.80879 0.00004
0.00128; 2.49263 0.583258 10.321665
2.428576 -0.05158

23

Colletotrichum
Capsici

0.00397 0.00022 0.64773 0.00006
0.00307; 2.49263 0.583258 10.321665
2.428576 -0.05158;

24

Colletotrichum
Capsici

0.00733 0.00018 0.01744 0.06282
0.00002; 0.394879 0.498527 0.140352
0.231646 3.281541

25

Colletotrichum
Capsici

0.00031 0.00224 0.00013 0.0066
0.01331; 1.991005 1.422213 0.162606
3.079113 0.95077

26

Colletotrichum
Capsici

0.0041 0.00008 0.79451 0.00002
0.00101; 2.49263 0.583258 10.321665
2.428576 -0.05158

27

Colletotrichum
Capsici

0.0043 0.00026 0.79523 0.00005
0.00374; 2.49263 0.583258 10.321665
2.428576 -0.05158;

28

Colletotrichum
Capsici

0.00689 0.0001 0.84276 0.00004
0.00135; 2.49263 0.583258 10.321665
2.428576 -0.05158

29

Colletotrichum
Capsici

0.00403 0.00017 0.80036 0.00008
0.00241; 2.49263 0.583258 10.321665
2.428576 -0.05158;

Universitas Sumatera Utara

57

Tabel Hasil Pelatihan Citra (lanjutan)
30

Colletotrichum
Capsici

0.00461 0.00027 0.77374 0.00015
0.00215; 2.49263 0.583258 10.321665
2.428576 -0.05158;

31

Gloeosporium

0.00491; 0.00031; 0.76002; 0.00014;

Piperatum

0.00284; ............. 1.841271; 0.724006; 1.131832; -1.504284; 3.073952;

32

Gloeosporium

0.00664; 0.00033; 0.76848; 0.0002;

Piperatum

0.00266;............. 1.841271; 0.724006; 1.131832; -1.504284; 3.073952;

33

Gloeosporium

0.00727; 0.00036; 0.81243; 0.00008;

Piperatum

0.00237; ............. 1.841271; 0.724006; 1.131832; -1.504284; 3.073952

34

Gloeosporium

0.00475; l; 0.00051; 0.81296; 0.00008;

Piperatum

............. 1.841271; 0.724006; 1.131832; -1.504284; 3.073952;

35

Gloeosporium
Piperatum

0.00886 0.00141 0.71849 0.00016
0.00436; 2.49263 0.583258 10.321665
2.428576 -0.05158;

36

Gloeosporium
Piperatum

0.01124 0.00057 0.82483 0.00009
0.00174; 2.49263 0.583258 10.321665
2.428576 -0.05158;

37

Gloeosporium
Piperatum

0.00457 0.00046 0.76936 0.00011
0.00339; 2.49263 0.583258 10.321665
2.428576 -0.05158;

38

Gloeosporium
Piperatum

0.0066 0.00072 0.76017 0.00018
0.00364; 2.49263 0.583258 10.321665
2.428576 -0.05158;

39

Gloeosporium
Piperatum

0.00893 0.00032 0.84477 0.00009
0.00197; 2.49263 0.583258 10.321665
2.428576 -0.05158

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58

Tabel Hasil Pelatihan Citra (lanjutan)
40

Gloeosporium
Piperatum

0.00573 0.00028 0.78945 0.00014
0.00211; 2.49263 0.583258 10.321665
2.428576 -0.05158

41

Gloeosporium
Piperatum

0.00541 0.00039 0.77035 0.00001
0.00326; 0.394879 0.498527 0.140352
0.231646 3.281541;

42

Gloeosporium
Piperatum

0.01284 0.0003 0.75743 0.00008
0.00164; 2.49263 0.583258 10.321665
2.428576 -0.05158;

43

Gloeosporium
Piperatum

0.00432 0.0034 0.00555 0.02297
0.00001; 0.394879 0.498527 0.140352
0.231646 3.281541;

44

Gloeosporium
Piperatum

0.00055 0.00361 0.00018 0.00455
0.01075; 1.991005 1.422213 0.162606
3.079113 0.95077;

45

Gloeosporium
Piperatum

0.00468 0.00035 0.74916 0.00029
0.0024; 2.49263 0.583258 10.321665
2.428576 -0.05158;

46

Gloeosporium
Piperatum

0.00403 0.00046 0.73823 0.00006
0.00272; 2.49263 0.583258 10.321665
2.428576 -0.05158;

47

Gloeosporium
Piperatum

0.0044 0.00127 0.67442 0.0001
0.00556; 0.394879 0.498527 0.140352
0.231646 3.281541;

48

Gloeosporium
Piperatum

0.0044 0.00086 0.79129 0.0001
0.00372; 2.49263 0.583258 10.321665
2.428576 -0.05158

Universitas Sumatera Utara

59

Tabel Hasil Pelatihan Citra (lanjutan)
49

Gloeosporium
Piperatum

0.00429 0.00056 0.00129 0.00478
0.00002; 0.394879 0.498527 0.140352
0.231646 3.281541;

50

Gloeosporium
Piperatum

1.991005 1.422213 0.162606 3.079113
0.95077; 1.991005 1.422213 0.162606
3.079113 0.95077;

51

Gloeosporium
Piperatum

0.00516 0.00035 0.71187 0.00039
0.00434; 2.49263 0.583258 10.321665
2.428576 -0.05158;

52

Gloeosporium
Piperatum

0.00064 0.00349 0.00081 0.01049
0.01789; 0.333165 1.991005 1.422213
0.162606 3.079113;

53

Gloeosporium
Piperatum

0.00528 0.00074 0.73199 0.0004
0.00617; 2.49263 0.583258 10.321665
2.428576 -0.05158;

54

Gloeosporium
Piperatum

0.00502 0.00069 0.7582 0.00033
0.00584; 2.49263 0.583258 10.321665
2.428576 -0.05158

55

Gloeosporium
Piperatum

0.00394 0.00033 0.71174 0.00005
0.00228; 2.49263 0.583258 10.321665
2.428576 -0.05158;

56

Gloeosporium
Piperatum

0.00416 0.00009 0.7731 0.00001
0.00076; 2.49263 0.583258 10.321665
2.428576 -0.05158;

57

Gloeosporium
Piperatum

0.00979 0.00039 0.00305 0.02987 0;
0.394879 0.498527 0.140352 0.231646
3.28154;

Universitas Sumatera Utara

60

Tabel Hasil Pelatihan Citra (lanjutan)
58

Gloeosporium
Piperatum

0.00553 0.00014 0.7329 0.00007
0.00207; 2.49263 0.583258 10.321665
2.428576 -0.05158

59

Gloeosporium
Piperatum

0.00452 0.00017 0.64521 0.00009
0.00309; 2.49263 0.583258 10.321665
2.428576 -0.05158;

60

Gloeosporium
Piperatum

0.00576 0.00028 0.81525 0.00011
0.00174; 2.49263 0.583258 10.321665
2.428576 -0.05158;

61

Normal

0.00394; 0; 0.82811; 0; 0.00003;
............. 2.49263; 0.5832; 10.321665;
2.428576; -0.05158;

62

Normal

0.00393; 0.00001; 0.8427; 0; 0.00007;
............. 2.49263; 0.58325; 8;
10.321665; 2.428576;

63

Normal

0.00392; 0; 0.85192; 0; 0; .............
2.49263; 0.58325; 8; 10.321665;
2.428576;

64

Normal

0.00394; 0; 0.8307; 0; 0.00001;
............. 0.58325; 8; 10.321665;
2.428576; -0.05158;

65

Normal

0.0039 0.00001 0.79225 0 0.00003;
1.991005 1.422213 0.162606 3.079113
0.95077;

66

Normal

0.0045 0 0.00022 0.0702 0; 0.394879
0.498527 0.140352 0.231646
3.281541;

Universitas Sumatera Utara

61

Tabel Hasil Pelatihan Citra (lanjutan)
67

Normal

0.00391 0 0.78414 0 0.00003;
0.394879 0.498527 0.140352 0.231646
3.281541;

68

Normal

0.00438 0.00001 0.00303 0.07717 0;
1.991005 1.422213 0.162606 3.079113
0.95077;

69

Normal

0.00392 0.00007 0.76833 0 0.0002;
1.991005 1.422213 0.162606 3.079113
0.95077;

70

Normal

0.00372 0.00006 0.00511 0.0767 0;
0.394879 0.498527 0.140352 0.231646
3.281541;

71

Normal

0.00009 0.00769 0 0.00045 0.00794;
0.457 0.500797 0.06135 -0.008132
0.333165;

72

Normal

0.0039 0 0.83688 0 0; 0.394879
0.498527 0.140352 0.231646
3.281541;

73

Normal

0.0039 0 0.84868 0 0.00001;
1.991005 1.422213 0.162606 3.079113
0.95077;

74

Normal

0.00275 0.00001 0.00058 0.04674 0;
0.394879 0.498527 0.140352 0.231646
3.281541;

75

Normal

0 0.00102 0 0.00003 0.00469; 2.49263
0.583258 10.321665 2.428576 0.05158

Universitas Sumatera Utara

62

Tabel Hasil Pelatihan Citra (lanjutan)
76

Normal

0.0039 0 0.83114 0 0; 2.49263
0.583258 10.321665 2.428576 0.05158

77

Normal

0.00391 0 0.84283 0 0; 0.394879
0.498527 0.140352 0.231646
3.281541;

78

Normal

0.00391 0 0.84311 0 0.00003;
0.394879 0.498527 0.140352 0.231646
3.281541

79

Normal

0.00391 0 0.84676 0 0; 0.394879
0.498527 0.140352 0.231646
3.281541;

80

Normal

0.0039 0 0.83776 0 0; 0.394879
0.498527 0.140352 0.231646
3.281541;

81

Normal

0.00391 0 0.85587 0 0.00001; 2.49263
0.583258 10.321665 2.428576 0.05158;

82

Normal

0.00391 0 0.81939 0 0.00001; 2.49263
0.583258 10.321665 2.428576 0.05158;

83

Normal

0.00392 0 0.84051 0 0.00001;
0.394879 0.498527 0.140352 0.231646
3.28154;

84

Normal

0.00395 0 0.83761 0 0.00002;
2.512606 0.576357 9.955129 2.8255 0.814779;

Universitas Sumatera Utara

63

Tabel Hasil Pelatihan Citra (lanjutan)
85

Normal

0.00393 0 0.84376 0 0; 2.49263
0.583258 10.321665 2.428576 0.05158;

86

Normal

0.00393 0 0.85506 0 0; 2.49263
0.583258 10.321665 2.428576 -0.0515;

87

Normal

0.00391 0 0.8088 0 0.00001; 2.49263
0.583258 10.321665 2.428576 0.05158;

88

Normal

0.0039 0 0.81908 0 0.00005; 2.49263
0.583258 10.321665 2.428576 0.05158;

89

Normal

0.00391 0 0.83152 0 0.00003;
0.394879 0.498527 0.140352 0.231646
3.281541

90

Normal

0.0039 0 0.85845 0 0; 2.49263
0.583258 10.321665 2.428576 0.05158;

Universitas Sumatera Utara

64

Lampiran 2

Hasil Pengujian Citra
No

Nama File

1

Hasil Aplikasi

Manual

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Status

Benar

C31_2.jpg

2

Benar

C32_2 jpg

3

Benar

C33_2 jpg

4

Benar

C34_2 jpg

5

Benar

C35_2 jpg

Universitas Sumatera Utara

65

Hasil Pengujian Citra (lanjutan)

6

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Benar

C36_2 jpg

7

Benar

C37_2 jpg

Normal

8

Colletotrichum
Capsici

Salah

C38_2 jpg

9

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Benar

C39_2 jpg

10

Benar

C40_2 jpg

11

Benar

C41_2 jpg

Universitas Sumatera Utara

66

Hasil Pengujian Citra (lanjutan)

13

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Colletotrichum

Colletotrichum

Capsici

Capsici

Benar

C43_2 jpg

14

Benar

C44_2 jpg

15

Benar

C45_2 jpg

16

Benar

C46_2 jpg

17

Benar

C47_2 jpg

18

Benar

C48_2 jpg

19

Benar

C49_2 jpg

Universitas Sumatera Utara

67

Hasil Pengujian Citra (lanjutan)

20

Colletotrichum

Colletotrichum

Capsici

Capsici

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Salah

Normal

Gloeosporium
Piperatum

Salah

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Benar

C50_2 jpg

21
G31_2 jpg

22
G32_2 jpg

23
G33_2 jpg

Colletotrichum

24

Capsici
G34_2 jpg

25

G35_2 jpg

26
G36_2 jpg

Universitas Sumatera Utara

68

Hasil Pengujian Citra (lanjutan)

27

Colletotrichum
Capsici

Gloeosporium
Piperatum

Salah

Colletotrichum
Capsici

Gloeosporium
Piperatum

Salah

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

G37_2 jpg

28

G38_2 jpg

29
G39_2 jpg

30
G40_2 jpg

31

G41_2 jpg

32

G42_2 jpg

Universitas Sumatera Utara

69

Hasil Pengujian Citra (lanjutan)

33

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Capsici

Gloeosporium
Piperatum

Salah

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

G43_2 jpg

34

G44_2 jpg

35

G45_2 jpg

Colletotrichum

36

G46_2 jpg

37

G47_2 jpg

38

G48_2 jpg

Universitas Sumatera Utara

70

Hasil Pengujian Citra (lanjutan)

39

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Gloeosporium
Piperatum

Gloeosporium
Piperatum

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

G49_2 jpg

40

G50_2 jpg

41

N31 jpg

42
N32 jpg

43
N33 jpg

44
N34 jpg

Universitas Sumatera Utara

71

Hasil Pengujian Citra (lanjutan)

45

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

N35 jpg

46
N36 jpg

47

N37 jpg

48

N38 jpg

49
N39 jpg

50

N40 jpg

Universitas Sumatera Utara

72

Hasil Pengujian Citra (lanjutan)

51

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

N41 jpg

52

N42 jpg

53

N43 jpg

54

N44 jpg

55
N45 jpg

56

N46 jpg

Universitas Sumatera Utara

73

Hasil Pengujian Citra (lanjutan)

57

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

Normal

Normal

Benar

N47 jpg

58

N48 jpg

59

N49 jpg

60

N50 jpg

Universitas Sumatera Utara