Peningkatan Kualitas Citra Sidik Jari Menggunakan FFT (Fast Fourier Transform)

  Lampiran 1. Data Citra Sidik Jari Original

  Lampiran 2. Data Citra Sidik Jari setelah dienhancement Untuk

  Untuk K=0,4

  Untuk K=0,6

  Untuk K=0,8

  Untuk K=1

  Untuk K=1,2

  Hasil K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 1 101_1 69154 69162 69124 69208 68861 68904 41314 41267 41014 40699 40229 39122 Berminyak 2 101_2 69207 69123 69212 68988 68865 68849 41279 41328 41234 41481 41530 41162 Berminyak 3 101_3 69207 69123 69212 68988 68865 68849 41279 41328 41234 41481 41530 41162 Berminyak 4 101_5 69126 69139 69148 69193 69349 69055 41296 41096 41065 40191 39085 37115 Berminyak 5 101_6 69039 69087 69215 68967 69011 69011 41055 40823 40487 39945 38688 36871 Berminyak 6 101_7 69200 69092 69252 68957 69052 69403 41392 41500 41193 41076 40611 39264 Berminyak 7 101_8 69126 69139 69148 69193 69349 69055 41296 41096 41065 40191 39085 37115 Berminyak 8 102_1 69220 69229 69220 69176 69132 69332 40809 40752 40809 40648 40270 39380 Berminyak 9 102_2 69236 68956 69092 69251 68863 68817 41149 41450 41325 40916 41011 40229 Berminyak 10 102_3 68988 69153 69271 69027 69313 69114 40616 40005 39680 39552 38478 37759 Berminyak 11 102_5 69071 69045 69064 69073 69252 68849 40972 41047 40866 40946 40621 40525 Berminyak 12 102_6 69041 69104 68961 69320 68973 68942 40246 40017 40450 40006 39977 40193 Berminyak 13 102_7 68871 68966 69147 68879 68913 68916 40086 39631 39300 38668 36944 35815 Berminyak Piksel Ridge Citra No Piksel Valley Lampiran 3. Data Sidik Jari Setelah di Enhancement UNIVERSITAS SUMATRA UTARA

  Hasil K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 14 102_8 69051 69248 68960 69055 69255 69194 40955 40814 40961 40731 40263 39766 Berminyak 15 103_1 69073 69279 69073 69016 69177 69108 41229 40962 41229 40621 39225 38025 Berminyak 16 103_2 69103 69086 69180 69113 69033 68952 39183 38635 38567 38036 37999 37423 Berminyak 17 103_4 69100 69003 69142 69364 69049 68803 40574 40420 40453 40298 40290 39524 Berminyak 18 103_5 69129 69020 69111 69123 69223 69077 41100 41197 41171 41132 40853 40714 Berminyak 19 103_6 69250 68972 69016 69342 68867 69413 40841 41009 40808 40243 40394 39501 Berminyak 20 103_7 69167 69095 69007 69081 69037 68800 41147 41261 41378 41214 41397 41207 Berminyak 21 103_8 69250 68972 69016 69342 68867 69413 40841 41009 40808 40243 40394 39501 Berminyak 22 104_1 69061 69037 69061 69202 69201 69263 40631 40294 40631 38325 37696 36695 Berminyak 23 104_2 69211 69133 68935 68926 68954 68876 40903 40811 40835 40060 39556 38977 Berminyak 24 104_3 68969 69172 69019 68870 69109 69419 40593 40234 40041 39787 38957 37259 Berminyak 25 104_4 69136 69141 69303 69345 69356 69275 41270 42351 41087 41099 40861 40832 Berminyak 26 104_5 68977 69181 69117 68939 69369 69197 41359 41126 41076 41260 40685 40584 Berminyak 27 104_6 69001 69190 69283 69280 68866 68919 41591 41402 41201 41243 41510 41077 Berminyak 28 104_8 69227 69036 69150 69167 69313 68904 40244 40182 39498 38674 37994 36554 Berminyak No Citra Piksel Ridge Piksel Valley

  Hasil K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 29 105_1 69137 69211 69217 69025 69182 69405 41364 41303 41198 39829 38106 36322 Berminyak 30 105_2 69155 69313 69278 68885 68882 68966 38086 38520 37620 36644 35561 33897 Berminyak 31 105_4 69028 69307 69206 68963 69409 68814 37911 38519 36841 35884 34285 32482 Berminyak 32 105_5 69302 69015 69008 69151 69362 69049 39889 40309 39735 38851 37332 36124 Berminyak 33 105_6 69401 69244 69145 69174 69333 68969 40705 40876 40921 40211 38905 36923 Berminyak 34 105_7 68974 68980 69337 69160 68819 69299 41513 41504 41102 41210 41031 40154 Berminyak 35 105_8 69401 69244 69145 69174 69333 68969 40705 40876 40921 40211 38905 36923 Berminyak 36 106_1 69158 69178 69118 69161 69339 69382 41342 41155 41049 40604 40051 38843 Berminyak 37 106_2 69042 69237 69219 69177 68862 68803 41050 40981 40822 40594 40783 40216 Berminyak 38 106_3 69307 69253 69031 69303 69275 69085 40431 40817 40904 40133 39381 38777 Berminyak 39 106_5 68855 69272 69082 69092 68872 69218 40641 40654 40604 40068 39181 38322 Berminyak 40 106_6 68905 69117 69070 69365 69256 68925 40643 40766 40593 40082 39436 39257 Berminyak 41 106_7 68944 69182 69146 69231 68884 69433 41059 41053 41031 41024 40743 39952 Berminyak 42 106_8 69259 69004 69335 69058 69205 69271 40277 40943 40605 40779 40383 40059 Berminyak 43 107_2 69077 69081 69071 68928 69027 69188 40546 40670 40678 40502 40089 39308 Berminyak No Citra Piksel Ridge Piksel Valley

  Hasil K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 44 107_3 68973 68999 69213 69157 69160 69180 40114 40921 40119 39416 38358 37584 Berminyak 45 107_4 69131 69212 69102 69209 69307 69130 41058 40975 40962 40622 40251 39700 Berminyak 46 107_5 69016 69043 69287 68985 69066 69354 41248 41294 40841 40674 40341 39353 Berminyak 47 107_6 69184 69094 69014 69114 69035 68928 40731 41177 40287 38802 37566 36128 Berminyak 48 107_7 69247 68947 68954 68977 68913 69232 27805 27749 26518 25710 24490 24127 Berminyak 49 107_8 69340 69022 69165 69089 69048 69440 40882 40742 40778 40272 39963 38880 Berminyak 50 108_1 69143 69144 69120 69221 69335 69269 41081 41128 41171 41045 40840 40736 Berminyak 51 108_3 69093 69122 69160 69285 68920 69383 41210 41127 41134 41001 41339 40877 Berminyak 52 108_4 69330 68972 69174 69069 68981 69190 41144 41566 41418 41523 41611 41333 Berminyak 53 108_5 68997 69084 69183 68967 69338 69348 40494 40490 40436 40405 40041 39491 Berminyak 54 108_6 68659 69376 69121 69164 68936 69217 33020 33330 32309 31522 31042 30362 Berminyak 55 108_7 69332 69068 69165 69130 69348 68896 40973 41276 41196 41209 40975 41258 Berminyak 56 108_8 69316 69120 68983 68928 69054 69124 40973 41394 41379 40899 40128 39105 Berminyak 57 109_2 69294 69108 69288 69266 69345 69276 41298 41415 41226 40949 40031 38983 Berminyak 58 109_3 69232 69013 69274 69138 68939 69189 41267 41492 41279 41219 40835 39691 Berminyak No Citra Piksel Ridge Piksel Valley

  Hasil K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 59 109_4 69004 68981 69136 69076 69216 69337 41321 41542 41456 40871 40115 39221 Berminyak 60 109_5 69283 69271 69020 69035 69226 69027 41158 41201 41305 40965 40617 39912 Berminyak 61 109_6 69225 69253 69160 69315 69282 69167 41151 41141 41073 40578 39946 39345 Berminyak 62 109_7 69035 69267 69052 69329 68870 69336 41169 41148 41089 40462 40486 39852 Berminyak 63 109_8 69307 69161 68970 69360 68906 69412 41285 41431 41622 41036 40548 39156 Berminyak 64 110_1 57652 57519 57523 57697 57653 57789 33663 33915 33803 33446 32943 32246 Berminyak 65 110_2 57519 57521 57672 57486 57617 57551 34592 34470 34308 34490 34200 33567 Berminyak 66 110_3 57707 57494 57649 57482 57777 57584 33336 33165 32186 31721 30726 29385 Berminyak 67 110_4 57674 57615 57717 57682 57547 57552 34330 34389 34294 34424 34565 34240 Berminyak 68 110_5 57562 57642 57719 57767 57412 57713 34455 34375 34208 33955 33635 32824 Berminyak 69 110_6 57600 57526 57460 57476 57477 57478 34197 34212 34058 33833 33659 33494 Berminyak 70 110_8 57614 57686 57558 57750 57588 57722 34147 33883 34089 33843 33779 33444 Berminyak 4689451 4688619 4689562 4689178 4687949 4689405 2748200 2751674 2737620 2709585 2673106 2616082 66992 66980 66994 66988 66971 66992 39260 39310 39109 38708 38187 37373 No Citra Piksel Ridge Piksel Valley Total Piksel Nilai Rata-rata Piksel Ridge

  Piksel Ridge % Piksel Ridge % Piksel Ridge % Piksel Ridge % Piksel Ridge % Piksel Ridge % 1 101_1 35980 69154 92% 69162 92% 69124 92% 69208 92% 68861 91% 68904 92% 2 101_2 41710 69207 66% 69123 66% 69212 66% 68988 65% 68865 65% 68849 65% 3 101_3 41710 69207 66% 69123 66% 69212 66% 68988 65% 68865 65% 68849 65% 4 101_5 36949 69126 87% 69139 87% 69148 87% 69193 87% 69349 88% 69055 87% 5 101_6 35162 69039 96% 69087 96% 69215 97% 68967 96% 69011 96% 69011 96% 6 101_7 44403 69200 56% 69092 56% 69252 56% 68957 55% 69052 56% 69403 56% 7 101_8 36949 69126 87% 69139 87% 69148 87% 69193 87% 69349 88% 69055 87% 8 102_1 36376 69220 90% 69229 90% 69220 90% 69176 90% 69132 90% 69332 91% 9 102_2 36964 69236 87% 68956 87% 69092 87% 69251 87% 68863 86% 68817 86% 10 102_3 29503 68988 134% 69153 134% 69271 135% 69027 134% 69313 135% 69114 134% 11 102_5 33089 69071 109% 69045 109% 69064 109% 69073 109% 69252 109% 68849 108% 12 102_6 30800 69041 124% 69104 124% 68961 124% 69320 125% 68973 124% 68942 124% 13 102_7 25634 68871 169% 68966 169% 69147 170% 68879 169% 68913 169% 68916 169% 14 102_8 35162 69051 96% 69248 97% 68960 96% 69055 96% 69255 97% 69194 97% 15 103_1 38958 69073 77% 69279 78% 69073 77% 69016 77% 69177 78% 69108 77% 16 103_2 34610 69103 100% 69086 100% 69180 100% 69113 100% 69033 99% 68952 99% 17 103_4 30366 69100 128% 69003 127% 69142 128% 69364 128% 69049 127% 68803 127% Citra Piksel Ridge Sebelum Enhancement K=0,2 K=0,4 No K=0,6 K=0,8 K=1 K=1,2 Setelah Enhancement

  Lampiran 4. Persentase Kenaikan Nilai Ridge pada Sidik Jari UNIVERSITAS SUMATRA UTARA

  Piksel Ridge % Piksel Ridge

%

Piksel

  Ridge % Piksel Ridge % Piksel Ridge % Piksel Ridge % 18 103_5 37073 69129 86% 69020 86% 69111 86% 69123 86% 69223 87% 69077 86% 19 103_6 42607 69250 63% 68972 62% 69016 62% 69342 63% 68867 62% 69413 63% 20 103_7 40253 69167 72% 69095 72% 69007 71% 69081 72% 69037 72% 68800 71% 21 103_8 42607 69250 63% 68972 62% 69016 62% 69342 63% 68867 62% 69413 63% 22 104_1 27503 69061 151% 69037 151% 69061 151% 69202 152% 69201 152% 69263 152% 23 104_2 31305 69211 121% 69133 121% 68935 120% 68926 120% 68954 120% 68876 120% 24 104_3 25417 68969 171% 69172 172% 69019 172% 68870 171% 69109 172% 69419 173% 25 104_4 32908 69136 110% 69141 110% 69303 111% 69345 111% 69356 111% 69275 111% 26 104_5 32870 68977 110% 69181 110% 69117 110% 68939 110% 69369 111% 69197 111% 27 104_6 33723 69001 105% 69190 105% 69283 105% 69280 105% 68866 104% 68919 104% 28 104_8 28163 69227 146% 69036 145% 69150 146% 69167 146% 69313 146% 68904 145% 29 105_1 41179 69137 68% 69211 68% 69217 68% 69025 68% 69182 68% 69405 69% 30 105_2 25972 69155 166% 69313 167% 69278 167% 68885 165% 68882 165% 68966 166% 31 105_4 27189 69028 154% 69307 155% 69206 155% 68963 154% 69409 155% 68814 153% 32 105_5 29433 69302 135% 69015 134% 69008 134% 69151 135% 69362 136% 69049 135% 33 105_6 34712 69401 100% 69244 99% 69145 99% 69174 99% 69333 100% 68969 99% 34 105_7 39792 68974 73% 68980 73% 69337 74% 69160 74% 68819 73% 69299 74% 35 105_8 34712 69401 100% 69244 99% 69145 99% 69174 99% 69333 100% 68969 99% 36 106_1 37987 69158 82% 69178 82% 69118 82% 69161 82% 69339 83% 69382 83% 37 106_2 41398 69042 67% 69237 67% 69219 67% 69177 67% 68862 66% 68803 66% Setelah Enhancement K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 No Citra Piksel Ridge Sebelum Enhancement UNIVERSITAS SUMATRA UTARA

  Piksel Ridge % Piksel Ridge

%

Piksel

  Ridge % Piksel Ridge % Piksel Ridge % Piksel Ridge % 38 106_3 33835 69307 105% 69253 105% 69031 104% 69303 105% 69275 105% 69085 104% 39 106_5 34221 68855 101% 69272 102% 69082 102% 69092 102% 68872 101% 69218 102% 40 106_6 31337 68905 120% 69117 121% 69070 120% 69365 121% 69256 121% 68925 120% 41 106_7 37434 68944 84% 69182 85% 69146 85% 69231 85% 68884 84% 69433 85% 42 106_8 33133 69259 109% 69004 108% 69335 109% 69058 108% 69205 109% 69271 109% 43 107_2 40833 69077 69% 69081 69% 69071 69% 68928 69% 69027 69% 69188 69% 44 107_3 33422 68973 106% 68999 106% 69213 107% 69157 107% 69160 107% 69180 107% 45 107_4 39649 69131 74% 69212 75% 69102 74% 69209 75% 69307 75% 69130 74% 46 107_5 40060 69016 72% 69043 72% 69287 73% 68985 72% 69066 72% 69354 73% 47 107_6 35396 69184 95% 69094 95% 69014 95% 69114 95% 69035 95% 68928 95% 48 107_7 22028 69247 214% 68947 213% 68954 213% 68977 213% 68913 213% 69232 214% 49 107_8 37240 69340 86% 69022 85% 69165 86% 69089 86% 69048 85% 69440 86% 50 108_1 37445 69143 85% 69144 85% 69120 85% 69221 85% 69335 85% 69269 85% 51 108_3 38553 69093 79% 69122 79% 69160 79% 69285 80% 68920 79% 69383 80% 52 108_4 37182 69330 86% 68972 85% 69174 86% 69069 86% 68981 86% 69190 86% 53 108_5 31545 68997 119% 69084 119% 69183 119% 68967 119% 69338 120% 69348 120% 54 108_6 21243 68659 223% 69376 227% 69121 225% 69164 226% 68936 225% 69217 226% 55 108_7 33871 69332 105% 69068 104% 69165 104% 69130 104% 69348 105% 68896 103% 56 108_8 36419 69316 90% 69120 90% 68983 89% 68928 89% 69054 90% 69124 90% 57 109_2 36539 69294 90% 69108 89% 69288 90% 69266 90% 69345 90% 69276 90% Setelah Enhancement K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 No Citra Piksel Ridge Sebelum Enhancement UNIVERSITAS SUMATRA UTARA

  Piksel Ridge % Piksel Ridge

%

Piksel

  Ridge % Piksel Ridge % Piksel Ridge % Piksel Ridge % 58 109_3 40436 69232 71% 69013 71% 69274 71% 69138 71% 68939 70% 69189 71% 59 109_4 38651 69004 79% 68981 78% 69136 79% 69076 79% 69216 79% 69337 79% 60 109_5 35080 69283 98% 69271 97% 69020 97% 69035 97% 69226 97% 69027 97% 61 109_6 34929 69225 98% 69253 98% 69160 98% 69315 98% 69282 98% 69167 98% 62 109_7 39112 69035 77% 69267 77% 69052 77% 69329 77% 68870 76% 69336 77% 63 109_8 37775 69307 83% 69161 83% 68970 83% 69360 84% 68906 82% 69412 84% 64 110_1 28564 57652 102% 57519 101% 57523 101% 57697 102% 57653 102% 57789 102% 65 110_2 30453 57519 89% 57521 89% 57672 89% 57486 89% 57617 89% 57551 89% 66 110_3 25981 57707 122% 57494 121% 57649 122% 57482 121% 57777 122% 57584 122% 67 110_4 30917 57674 87% 57615 86% 57717 87% 57682 87% 57547 86% 57552 86% 68 110_5 29176 57562 97% 57642 98% 57719 98% 57767 98% 57412 97% 57713 98% 69 110_6 27137 57600 112% 57526 112% 57460 112% 57476 112% 57477 112% 57478 112% 70 110_8 28456 57614 102% 57686 103% 57558 102% 57750 103% 57588 102% 57722 103% 2409180 4758605 97.520% 4757781 97.485% 4758686 97.523% 4758386 97.511% 4756810 97.445% 4758309 97.507% 34417 67980 97.520% 67968 97.485% 67981 97.523% 67977 97.511% 67954 97.445% 67976 97.507% Citra Piksel Ridge Sebelum Enhancement Setelah Enhancement K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 Total Piksel Rata-rata Piksel No UNIVERSITAS SUMATRA UTARA

  Lampiran 5. Data Citra Sidik Jari Binerisasi setelah dienhancement Untuk K=0,2

  Untuk K=0,4

  Untuk K=0,6

  Untuk K=0,8

  Untuk K=1

  Untuk K=1,2

  Lampiran 6. Data Sidik Jari Original Setelah diklasifikasi No Citra Piksel Ridge Piksel Valley Hasil 1 101_1 35980 50480 Kering 2 101_2 41710 53533 Kering 3 101_3 41710 53533 Kering 4 101_4 48207 53748 Kering 5 101_5 36949 45315 Kering 6 101_6 35162 46648 Kering 7 101_7 44403 54126 Kering 8 101_8 36949 45315 Kering 9 102_1 36376 49725 Kering 10 102_2 36964 52999 Kering

  11 102_3 29503 43705 Kering 12 102_4 37417 55850 Kering 13 102_5 33089 48968 Kering 14 102_6 30800 40404 Kering 15 102_7 25634 36859 Kering 16 102_8 35162 50609 Kering 17 103_1 38958 52943 Kering 18 103_2 34610 49314 Kering 19 103_3 44116 55802 Kering 20 103_4 30366 46741 Kering 21 103_5 37073 54054 Kering 22 103_6 42607 57552 Kering 23 103_7 40253 57203 Kering 24 103_8 42607 57553 Kering 25 104_1 27503 46171 Kering 26 104_2 31305 51408 Kering 27 104_3 25417 47182 Kering 28 104_4 32908 49685 Kering 29 104_5 32870 53997 Kering 30 104_6 33723 54216 Kering 31 104_7 35917 50362 Kering 32 104_8 28163 44241 Kering 33 105_1 41179 50559 Kering 34 105_2 25972 44605 Kering 35 105_3 41206 53593 Kering 36 105_4 27189 44398 Kering 37 105_5 29433 48326 Kering 38 105_6 34712 54994 Kering 39 105_7 39792 54079 Kering 40 105_8 34712 54994 Kering 41 106_1 37987 59851 Kering

  42 106_2 41398 59374 Kering No Citra Piksel Ridge Piksel Valley Hasil

  43 106_3 33835 52417 kering 44 106_4 44245 62192 kering 45 106_5 34221 52140 kering 46 106_6 31337 50746 kering 47 106_7 37434 55766 kering 48 106_8 33133 54304 kering 49 107_1 46331 57942 kering 50 107_2 40833 53505 kering 51 107_3 33422 46747 kering 52 107_4 39649 54433 kering 53 107_5 40060 54346 kering 54 107_6 35396 50439 kering 55 107_7 22028 29477 kering 56 107_8 37240 53585 kering 57 108_1 37445 48629 kering 58 108_2 42529 52701 kering 59 108_3 38553 54559 kering 60 108_4 37182 53956 kering 61 108_5 31545 48340 kering 62 108_6 21243 25765 kering 63 108_7 33871 47024 kering 64 108_8 36419 58840 Kering 65 109_1 48905 63383 Kering 66 109_2 36539 57296 Kering 67 109_3 40436 64502 Kering 68 109_4 38651 63616 Kering 69 109_5 35080 59368 Kering 70 109_6 34929 57149 Kering 71 109_7 39112 60969 Kering 72 109_8 37775 58166 Kering 73 110_1 28564 35821 Kering 74 110_2 30453 42601 Kering 75 110_3 25981 37556 Kering 76 110_4 30917 43537 Kering 77 110_5 29176 40369 Kering 78 110_6 27137 38207 Kering 79 110_7 31506 43027 Kering 80 110_8 28456 40254 Kering

  Total Nilai Piksel 2829559 4008208 Rata-rata Nilai Piksel 35369 50102

  Lampiran 7. Data Citra sidik jari setelah dienhancement dengan perubahan nilai konstanta k. No Citra Piksel Ridge Sebelum Enhancement Setelah Enhancement K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 Piksel Ridge % Piksel Ridge %

Piksel

Ridge

  13 102_7 25634

  20 103_7 40253

  69100 128% 69003 127% 69142 128% 69364 128% 69049 127% 68803 127%

18 103_5 37073 69129 86% 69020 86% 69111 86% 69123 86% 69223 87% 69077 86%

  17 103_4 30366

  69103 100% 69086 100% 69180 100% 69113 100% 69033 99% 68952 99%

  16 103_2 34610

  69051 96% 69248 97% 68960 96% 69055 96% 69255 97% 69194 97%

15 103_1 38958 69073 77% 69279 78% 69073 77% 69016 77% 69177 78% 69108 77%

  14 102_8 35162

  68871 169% 68966 169% 69147 170% 68879 169% 68913 169% 68916 169%

  69071 109% 69045 109% 69064 109% 69073 109% 69252 109% 68849 108%

12 102_6 30800 69041 124% 69104 124% 68961 124% 69320 125% 68973 124% 68942 124%

  % Piksel Ridge % Piksel Ridge % Piksel Ridge %

1 101_1 35980 69154 92% 69162 92% 69124 92% 69208 92% 68861 91% 68904 92%

2 101_2 41710 69207 66% 69123 66% 69212 66% 68988 65% 68865 65% 68849 65%

  11 102_5 33089

  69220 90% 69229 90% 69220 90% 69176 90% 69132 90% 69332 91%

9 102_2 36964 69236 87% 68956 87% 69092 87% 69251 87% 68863 86% 68817 86%

10 102_3 29503 68988 134% 69153 134% 69271 135% 69027 134% 69313 135% 69114 134%

  8 102_1 36376

  69200 56% 69092 56% 69252 56% 68957 55% 69052 56% 69403 56%

7 101_8 36949 69126 87% 69139 87% 69148 87% 69193 87% 69349 88% 69055 87%

  6 101_7 44403

  69039 96% 69087 96% 69215 97% 68967 96% 69011 96% 69011 96%

  5 101_6 35162

  69207 66% 69123 66% 69212 66% 68988 65% 68865 65% 68849 65%

4 101_5 36949 69126 87% 69139 87% 69148 87% 69193 87% 69349 88% 69055 87%

  3 101_3 41710

  69167 72% 69095 72% 69007 71% 69081 72% 69037 72% 68800 71%

  21 103_8 42607

  

32 105_5 29433 69302 135% 69015 134% 69008 134% 69151 135% 69362 136% 69049 135%

  42 106_8 33133

  68855 101% 69272 102% 69082 102% 69092 102% 68872 101% 69218 102%

40 106_6 31337 68905 120% 69117 121% 69070 120% 69365 121% 69256 121% 68925 120%

41 106_7 37434 68944 84% 69182 85% 69146 85% 69231 85% 68884 84% 69433 85%

  39 106_5 34221

  69158 82% 69178 82% 69118 82% 69161 82% 69339 83% 69382 83%

37 106_2 41398 69042 67% 69237 67% 69219 67% 69177 67% 68862 66% 68803 66%

38 106_3 33835 69307 105% 69253 105% 69031 104% 69303 105% 69275 105% 69085 104%

  36 106_1 37987

  68974 73% 68980 73% 69337 74% 69160 74% 68819 73% 69299 74%

35 105_8 34712 69401 100% 69244 99% 69145 99% 69174 99% 69333 100% 68969 99%

  34 105_7 39792

  69401 100% 69244 99% 69145 99% 69174 99% 69333 100% 68969 99%

  33 105_6 34712

  

Piksel

Ridge

% Piksel Ridge % Piksel Ridge % Piksel Ridge %

  69250 63% 68972 62% 69016 62% 69342 63% 68867 62% 69413 63%

22 104_1 27503 69061 151% 69037 151% 69061 151% 69202 152% 69201 152% 69263 152%

23 104_2 31305 69211 121% 69133 121% 68935 120% 68926 120% 68954 120% 68876 120%

  69155 166% 69313 167% 69278 167% 68885 165% 68882 165% 68966 166%

31 105_4 27189 69028 154% 69307 155% 69206 155% 68963 154% 69409 155% 68814 153%

No. Citra Piksel Ridge Sebelum Enhancement Setelah Enhancement K=0,2 K=0,4 K=0,6 K=0,8 K=1,0 K=1,2 Piksel Ridge % Piksel Ridge %

  30 105_2 25972

  69137 68% 69211 68% 69217 68% 69025 68% 69182 68% 69405 69%

  29 105_1 41179

  69001 105% 69190 105% 69283 105% 69280 105% 68866 104% 68919 104%

28 104_8 28163 69227 146% 69036 145% 69150 146% 69167 146% 69313 146% 68904 145%

  27 104_6 33723

  68977 110% 69181 110% 69117 110% 68939 110% 69369 111% 69197 111%

  26 104_5 32870

  68969 171% 69172 172% 69019 172% 68870 171% 69109 172% 69419 173%

25 104_4 32908 69136 110% 69141 110% 69303 111% 69345 111% 69356 111% 69275 111%

  24 104_3 25417

  69259 109% 69004 108% 69335 109% 69058 108% 69205 109% 69271 109%

  43 107_2 40833

  68659 223% 69376 227% 69121 225% 69164 226% 68936 225% 69217 226%

55 108_7 33871 69332 105% 69068 104% 69165 104% 69130 104% 69348 105% 68896 103%

56 108_8 36419 69316 90% 69120 90% 68983 89% 68928 89% 69054 90% 69124 90%

  64 110_1 28564

  

62 109_7 39112 69035 77% 69267 77% 69052 77% 69329 77% 68870 76% 69336 77%

63 109_8 37775 69307 83% 69161 83% 68970 83% 69360 84% 68906 82% 69412 84%

  

Piksel

Ridge

% Piksel Ridge % Piksel Ridge % Piksel Ridge %

  69283 98% 69271 97% 69020 97% 69035 97% 69226 97% 69027 97%

61 109_6 34929 69225 98% 69253 98% 69160 98% 69315 98% 69282 98% 69167 98%

No Citra Piksel Ridge Sebelum Enhancement Setelah Enhancement K=0,2 K=0,4 K=0,6 K=0,8 K=1 K=1,2 Piksel Ridge % Piksel Ridge %

  60 109_5 35080

  69004 79% 68981 78% 69136 79% 69076 79% 69216 79% 69337 79%

  59 109_4 38651

  69294 90% 69108 89% 69288 90% 69266 90% 69345 90% 69276 90%

58 109_3 40436 69232 71% 69013 71% 69274 71% 69138 71% 68939 70% 69189 71%

  57 109_2 36539

  54 108_6 21243

  69077 69% 69081 69% 69071 69% 68928 69% 69027 69% 69188 69%

44 107_3 33422 68973 106% 68999 106% 69213 107% 69157 107% 69160 107% 69180 107%

45 107_4 39649 69131 74% 69212 75% 69102 74% 69209 75% 69307 75% 69130 74%

  69330 86% 68972 85% 69174 86% 69069 86% 68981 86% 69190 86%

53 108_5 31545 68997 119% 69084 119% 69183 119% 68967 119% 69338 120% 69348 120%

  52 108_4 37182

  69093 79% 69122 79% 69160 79% 69285 80% 68920 79% 69383 80%

  51 108_3 38553

  69340 86% 69022 85% 69165 86% 69089 86% 69048 85% 69440 86%

50 108_1 37445 69143 85% 69144 85% 69120 85% 69221 85% 69335 85% 69269 85%

  49 107_8 37240

  69247 214% 68947 213% 68954 213% 68977 213% 68913 213% 69232 214%

  48 107_7 22028

  69016 72% 69043 72% 69287 73% 68985 72% 69066 72% 69354 73%

47 107_6 35396 69184 95% 69094 95% 69014 95% 69114 95% 69035 95% 68928 95%

  46 107_5 40060

  57652 102% 57519 101% 57523 101% 57697 102% 57653 102% 57789 102%

  65 110_2 30453

  57519 89% 57521 89% 57672 89% 57486 89% 57617 89% 57551 89%

66 110_3 25981 57707 122% 57494 121% 57649 122% 57482 121% 57777 122% 57584 122%

67 110_4 30917 57674 87% 57615 86% 57717 87% 57682 87% 57547 86% 57552 86%

  68 110_5 29176

  57562 97% 57642 98% 57719 98% 57767 98% 57412 97% 57713 98%

69 110_6 27137 57600 112% 57526 112% 57460 112% 57476 112% 57477 112% 57478 112%

  70 110_8 28456

  57614 102% 57686 103% 57558 102% 57750 103% 57588 102% 57722 103% Total Piksel 2409180 4758605 97.52% 4757781 97.48% 4758686 97.52% 4758386 97.51% 4756810 97.44% 4758309 97.51% Rata-rata Piksel 34417 67980 97.52% 67968 97.48% 67981 97.52% 67977 97.51% 67954 97.44% 67976 97.51%

  Lampiran 8. Data Verifikasi Sidik Jari Normal dengan Sidik jari kering dan sidik jari dibinerisasi No. Citra Citra Sidik Jari Normal Citra sidik jari kering dan citra dibinerisasi % Similarity dengan citra sidik jari kering % Similarity dengan citra sidik jari dibinerisasi 1 101_4 101_1

  38.77

  16.67 30 105_3 105_2

  17.14

  24.49 29 105_3 105_1

  22.45

  28.85 28 104_7 104_8

  30.61

  32.65 27 104_7 104_6

  53.06 26 104_7 104_5

  9.09 31 105_3 105_4

  42.86

  3.74 25 104_7 104_4

  7.53

  30.61 24 104_7 104_3

  36.73

  6.12 23 104_7 104_2

  12.24

  8.51

  9.09

  17.50

  32.78 37 106_4 106_2

  20.99

  36.67 40 106_4 106_6

  51.78

  48.39 39 106_4 106_5

  42.19

  42.10 38 106_4 106_3

  43.39

  33.33

  7.14 32 105_3 105_5

  4.61 36 106_4 106_1

  8.93

  21.21 35 105_3 105_8

  18.18

  4.61 34 105_3 105_7

  8.93

  6.76 33 105_3 105_6

  25.53

  13.09 22 104_7 104_1

  20.62 21 103_3 103_8

  35.71

  30.00 6 101_4 101_7

  31.58

  29.82 9 102_4 102_2

  26.31

  42.00 8 102_4 102_1

  46.00

  28.57 7 101_4 101_8

  30.77

  28.30

  26.31

  42.00 5 101_4 101_6

  46.00

  31.15 4 101_4 101_5

  26.67

  31.15 3 101_4 101_3

  26.67

  29.63 2 101_4 101_2

  33.33 10 102_4 102_3

  19.35 11 102_4 102_5

  32.89

  9.33

  13.09 20 103_3 103_7

  17.50

  30.36 19 103_3 103_6

  31.37

  28.57 18 103_3 103_5

  22.58

  7.79 17 103_3 103_4

  22.37 16 103_3 103_2

  27.40

  23.81

  19.40 15 103_3 103_1

  28.00

  22.81 14 102_4 102_8

  19.30

  43.86 13 102_4 102_7

  47.37

  29.69 12 102_4 102_6

  28.05

  41 106_4 106_7

  47.62

  30.88 58 109_1 109_3

  36.48

  34.15 59 109_1 109_4

  41.89

  39.47 60 109_1 109_5

  42.86

  33.77 61 109_1 109_6

  33.82

  26.47 62 109_1 109_7

  39.71

  33.82 63 109_1 109_8

  7.35

  7.35 64 110_7 110_1

  52.17 65 110_7 110_2

  5.71 57 109_1 109_2

  45.83

  41.67 66 110_7 110_3

  20.00

  30.00 67 110_7 110_4

  75.00

  54.54 68 110_7 110_5

  60.00

  65.00 69 110_7 110_6

  59.09

  55.00 70 110_7 110_8

  44.44

  35.48 Rata-rata Persentase

  29.78

  33.82

  4.68

  48.44

  16.67 48 107_1 107_7

  36.36 No.

  Citra Citra Sidik Jari Standard Citra sidik jari kering dan citra dibinerisasi % Similarity dengan citra sidik jari kering % Similarity dengan citra sidik jari dibinerisasi 42 106_4 106_8

  41.67

  30.00 43 107_1 107_2

  34.15

  39.02 44 107_1 107_3

  30.95

  31.71 45 107_1 107_4

  25.58

  20.93 46 107_1 107_5

  26.83

  19.51 47 107_1 107_6

  21.15

  14.63

  28.20 56 108_2 108_8

  14.63 49 107_1 107_8

  29.27

  27.08 50 108_2 108_1

  25.64

  23.08 51 108_2 108_3

  23.08

  20.51 52 108_2 108_4

  28.57

  21.74 53 108_2 108_5

  23.08

  20.51 54 108_2 108_6

  10.26

  7.69 55 108_2 108_7

  28.20

  27.28 Lampiran 9. Hasil Verifikasi Citra sidik jari untuk setiap perubahan nilai konstanta k

  % Similarity Hasil % Similarity Hasil % Similarity Hasil % Similarity Hasil % Similarity Hasil % Similarity Hasil 1 101_4 101_1

  15.79 No Matching

  38.00 Matching

   27.77 No Matching

  38.46 Matching

  34.00 Matching

  32.00 Matching

  24.00 No Matching 8 102_4 102_1

  21.05 No Matching

   29.82 Matching

  21.05 No Matching

  21.05 No Matching

  22.81 No Matching

  22.81 No Matching 9 102_4 102_2

  22.81 No Matching

   15.79 No Matching

  22.81 No Matching

  26.23 No Matching

  21.05 No Matching

  17.54 No Matching 10 102_4 102_3

  22.81 No Matching

   17.54 No Matching

  19.20 No Matching

  15.79 No Matching

  7.02 No Matching

  10.53 No Matching 11 102_4 102_5

  26.31 No Matching

  17.54 No Matching

  24.56 No Matching

  22.81 No Matching

  28.07 No Matching

  26.32 No Matching K=0,8 K=1 K=1,2 No. Citra Sidik Jari Standard Citra Sidik Jari Enhancement K=0,2 K=0,4 K=0,6

  22.81 No Matching 7 101_4 101_8

  36.00 Matching

  28.85 No Matching

  32.81 Matching

   33.33 Matching

  28.00 No Matching

  24.00 No Matching

  26.00 No Matching

  28.00 No Matching 2 101_4 101_2

  37.04 Matching

   47.27 Matching

  41.38 Matching

  32.81 Matching

  29.41 No Matching

  26.31 No Matching 3 101_4 101_3

  37.04 Matching

   47.27 Matching

  41.38 Matching

  29.41 No Matching

  26.67 No Matching

   46.00 Matching

   27.27 No Matching

  27.14 No Matching

  30.00 Matching 6 101_4 101_7

  26.31 No Matching

  40.00 Matching

  42.86 Matching

  30.19 Matching

  26.31 No Matching 4 101_4 101_5

  24.00 No Matching 5 101_4 101_6

  32.00 Matching

  34.00 Matching

  38.46 Matching

   27.77 No Matching

  38.00 Matching

  Citra Sidik Jari Normal UNIVERSITAS SUMATRA UTARA

  % Similarity Hasil % Similarity Hasil % Similarity Hasil % Similarity Hasil % Similarity Hasil % Similarity Hasil 12 102_4 102_6

  53.66 Matching

  60.97 Matching

  58.54 Matching

  39.02 Matching

  43.90 Matching

  29.27 No Matching

  21.95 No Matching 19 103_3 103_6

  22.58 No Matching

  35.42 Matching

  43.90 Matching

  36.58 Matching

  26.83 No Matching

  21.95 No Matching 20 103_3 103_7

  29.04 No Matching

  48.78 Matching

  48.78 Matching

  46.34 Matching

  48.78 Matching

  48.78 Matching 21 103_3 103_8

  22.58 No Matching

  35.42 Matching

  43.90 Matching

  36.58 Matching

  26.83 No Matching

  21.95 No Matching 22 104_7 104_1

  16.33 No Matching

  24.49 No Matching

  16.33 No Matching

  10.20 No Matching

  8.16 No Matching

  10.20 No Matching K=0,8 K=1 K=1,2 No. Citra Sidik Jari Standard Citra Sidik Jari Enhancement K=0,2 K=0,4 K=0,6

  39.02 Matching 18 103_3 103_5

  41.46 Matching

  36.84 Matching

  24.56 No Matching

   40.35 Matching

  38.60 Matching

  35.08 Matching

  33.33 Matching

  22.81 No Matching 13 102_4 102_7

  10.53 No Matching

  26.32 No Matching

  19.30 No Matching

  12.28 No Matching

  10.53 No Matching

  5.26 No Matching 14 102_4 102_8

  23.33 No Matching

  26.32 No Matching

  19.30 No Matching

  24.56 No Matching

  41.46 Matching

  20.75 No Matching

  39.02 Matching

  29.54 No Matching

  26.83 No Matching 17 103_3 103_4

  19.51 No Matching

  21.57 No Matching

  14.58 No Matching

  14.06 No Matching

  22.81 No Matching 15 103_3 103_1

  19.51 No Matching 16 103_3 103_2

  24.39 No Matching

  17.07 No Matching

  30.61 Matching

  34.78 Matching

  30.61 Matching

  Citra Sidik Jari Normal UNIVERSITAS SUMATRA UTARA

  % Similarity Hasil % Similarity

Hasil

%

Similarity Hasil % Similarity Hasil % Similarity Hasil % Similarity Hasil 23 104_7 104_2

  34.69 Matching

  18.18 No Matching

  24.24 No

Matching

  18.18 No Matching

  18.18 No Matching

  15.15 No Matching

  15.15 No Matching 30 105_3 105_2

  9.09 No Matching

  27.27 No

Matching

  20.51 No Matching

  14.28 No Matching

  15.15 No Matching

  18.18 No Matching 31 105_3 105_4

  21.21 No Matching

  18.18 No

Matching

  9.09 No Matching

  10.20 No Matching 29 105_3 105_1

  9.09 No Matching

  18.18 No Matching 32 105_3 105_5

  24.24 No Matching

  21.21 No

Matching

  18.18 No Matching

  30.30 Matching

  24.24 No Matching

  12.12 No Matching 33 105_3 105_6

  13.89 No Matching

  18.18 No

Matching

  33.33 Matching

  27.27 No Matching

  24.24 No Matching

  9.09 No Matching K=1,2 Citra Sidik Jari Enhancement K=0,2 K=0,4 K=0,6 K=0,8 K=1 No. Citra Sidik Jari Standard Citra Sidik Jari Normal UNIVERSITAS SUMATRA UTARA

  24.24 No Matching

  20.41 No Matching

  38.77 Matching

  24.49 No Matching 26 104_7 104_5

  32.65 Matching

  22.45 No Matching

  18.37 No Matching 24 104_7 104_3

  20.00 No Matching

  32.14 Matching

  14.81 No Matching

  29.41 No Matching

  28.57 No Matching

  10.20 No Matching 25 104_7 104_4

  28.57 No Matching

  30.61 Matching

  32.65 Matching

  30.61 Matching

  22.45 No Matching

  42.86 Matching

  34.69 Matching

  32.65 Matching

  30.61 Matching

  34.69 Matching

  36.74 Matching

  20.41 No Matching 27 104_7 104_6

  26.53 No Matching

  38.78 Matching

  38.78 Matching

  28.57 No Matching

  34.69 Matching

  38.77 Matching 28 104_7 104_8

  34.69 Matching

  40.82 Matching

  16.33 No Matching

  22.45 No Matching

  % Similarity Hasil % Similarity

Hasil

%

  19.51 No Matching

  9.75 No Matching

  7.32 No Matching

  9.76 No

Matching

  7.30 No Matching

  20.00 No Matching 48 107_1 107_7

  12.28 No Matching

  13.95 No Matching

  14.28 No Matching

  13.95 No

Matching

  17.77 No Matching

  17.07 No Matching 47 107_1 107_6

  19.51 No Matching

  17.07 No Matching

  9.76 No Matching 49 107_1 107_8

  19.51 No

Matching

  24.39 No Matching

  17.07 No Matching 46 107_1 107_5

  24.39 No Matching

  29.27 No Matching

  21.95 No Matching

   24.39 No

Matching

  19.51 No Matching

  24.39 No Matching 45 107_1 107_4

  26.83 No Matching

  29.27 No Matching

  24.39 No Matching

  9.76 No Matching

  29.27 No Matching

  31.71 Matching

  17.95 No Matching