DAFTAR ISI
HALAMAN JUDUL .................................................................................
i
PRASYARAT GELAR .............................................................................
ii
LEMBAR PERNYATAAN ORISINALITAS ........................................
iii
LEMBAR PERSETUJUAN PEMBIMBING ..........................................
iv
KATA PENGANTAR ................................................................................
v
UCAPAN TERIMAKASIH .....................................................................
vi
ABSTRAK ..................................................................................................
vii
ABSTRACT ................................................................................................
viii
DAFTAR ISI...............................................................................................
ix
DAFTAR GAMBAR ..................................................................................
xi
DAFTAR TABEL .....................................................................................
xii
LAMPIRAN ..............................................................................................
xiii
BAB I PENDAHULUAN 1.1 Latar Belakang ............................................................................
1
1.2 Rumusan Masalah .......................................................................
2
1.3 Tujuan Penelitian ........................................................................
2
1.4 Manfaat Penelitian ......................................................................
3
1.5 Ruang Lingkup dan Batasan Masalah .........................................
3
1.6 Sistematika Penulisan .................................................................
3
BAB II KAJIAN PUSTAKA 2.1 Tinjauan Mutakhir ......................................................................
5
2.2 Pengenalan Wajah (Face Recognition) .........................................
7
2.3 Identifikasi Wajah .........................................................................
8
2.4 Dasar-Dasar Image, Pixel dan Video ...........................................
9
2.5 Pengertian Pengolahan Citra ........................................................
10
2.6 Konsep Dasar Citra ......................................................................
10
2.6.1 Citra Analog ........................................................................
10
2.6.2 Citra Digital ........................................................................
11
2.7 Pra Pemrosesan Citra Digital .......................................................
11
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2.7.1 Grayscale ............................................................................
11
2.7.2 Low Pass Filter ...................................................................
13
2.8 Luxand FaceSDK .........................................................................
14
2.9 Rasio Kesalahan Keputusan .........................................................
15
2.10 Face Features ............................................................................
16
2.11 WebCam .....................................................................................
18
2.12 Realtime .....................................................................................
18
2.13 Database ....................................................................................
19
2.14 Visual Studio ..............................................................................
19
BAB III METODE PENELITIAN 3.1 Lokasi dan Waktu Penelitian .......................................................
26
3.2 Sumber dan Jenis Data Penelitian ................. ...............................
26
3.2.1 Sumber Data ........................................................................
26
3.2.2 Metode Pengumpulan Data .............................................. ...
27
3.2.3 Jenis Data Penelitian .............................................. .............
27
3.3 Alat Penelitian ..............................................................................
27
3.4 Tahapan Penelitian .......................................................................
28
3.4.1 Alur Analisis Utama ............................................................
28
3.4.2 Perancangan Sistem... ..........................................................
30
3.5 Jadwal Pelaksanaan Penelitian .....................................................
35
BAB IV HASIL DAN PEMBAHASAN 4.1 Hasil .............................................................................................
36
4.2 Pengujian Sistem ............. .............................................................
37
4.2.1 Pengujian Similarity Kecocokan Wajah ............. ................
37
4.2.2 Perhitungan FAR dan FRR ............. ....................................
46
BAB V SIMPULAN DAN SARAN 5.1 Simpulan ......................................................................................
49
5.1 Saran ............................................................................................
49
DAFTAR PUSTAKA LAMPIRAN
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DAFTAR GAMBAR
Gambar 2.1
Contoh Pengenalan Wajah ................................................
8
Gambar 2.2
Contoh Identifikasi Wajah ................................................
9
Gambar 2.3
Sensor Rontgen Citra Analog ............................................
11
Gambar 2.4
Citra Grayscale ..................................................................
12
Gambar 2.5
Luxand FaceSDK ...............................................................
14
Gambar 2.6
Grafik FAR Dan FRR Dari Nilai Threshold Tertentu .......
15
Gambar 2.7
Facial Features Detection And Tracking...........................
16
Gambar 2.8
Tampilan Utama Microsoft Visual Studio 2010 Ultimate..
20
Gambar 2.9
Lookalikes_VS2010+ Visual C#-MSSQL Project File ......
22
Gambar 2.10
Aplikasi Lookalikes Dalam Visual Studio 2010.................
22
Gambar 2.11
Tampilan Awal Sistem .......................................................
23
Gambar 2.12
Tampilan Program Saat Running .......................................
24
Gambar 2.13
Tampilan Program Saat Enroll Face Sample Wajah .........
24
Gambar 3.1
Flowchart Alur Analisis ..................................................
29
Gambar 3.2
Flowchart Proses Pelatihan Kecocokan Wajah ...............
30
Gambar 3.3
Flowchart Proses Pengujian Kecocokan Wajah (1) ........
31
Gambar 3.4
Flowchart Proses Pengujian Kecocokan Wajah (2) ........
32
Gambar 4.1
Tampilan Program Saat Running .....................................
37
Gambar 4.2
Tampilan Program Saat Running Match Face .................
38
Gambar 4.3
Pengujian dengan Wajah Tanpa Ekspresi (Normal) ........
38
Gambar 4.4
Pengujian Degan Wajah Ekspresi Mata Terpejam ..........
39
Gambar 4.5
Pengujian Dengan Memperlihatkan Lidah ......................
40
Gambar 4.6
Pengujian Dengan Wajah Tersenyum ..............................
41
Gambar 4.7
Pengujian Dengan Wajah Terlihat Gigi ...........................
41
Gambar 4.8
Pengujian Dengan Ekspresi Wajah Cemberut .................
42
Gambar 4.9
Grafik Hasil Pengujian Ekspresi Terdaftar Sistem ..........
44
Gambar 4.10
Grafik Hasil Pengujian Ekspresi Tidak Terdaftar Sistem
46
Gambar 4.11
Grafik Pengujian FAR Dan FRR .....................................
47
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DAFTAR TABEL
Tabel 3.1 Jadwal Pelaksanaan Penelitian ..................................................
35
Tabel 4.1 Hasil Pengujian Ekspresi Terdaftar Sistem ................................
43
Tabel 4.1 Hasil Pengujian Ekspresi Terdaftar Sistem ...............................
43
Tabel 4.2 Hasil Pengujian Ekspresi Wajah Terdaftar Sistem ....................
45
Tabel 4.2 Hasil Pengujian Ekspresi Wajah Terdaftar Sistem ....................
45
Tabel 4.3 Nilai FAR Dan FRR...................................................................
48
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LAMPIRAN Lampiran 1
Uji Coba Sistem Berdasarkan Pose Wajah Garnita ..........
52
Lampiran 2
Uji Coba Sistem Berdasarkan Pose Wajah Wardana .........
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Lampiran 3
Uji Coba Sistem Berdasarkan Pose Wajah Krisna.............
54
Lampiran 4
Uji Coba Sistem Berdasarkan Pose Wajah Alwin .............
55
Lampiran 5
Uji Coba Sistem Berdasarkan Pose Wajah Febriana .........
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Lampiran.6
Uji Coba Sistem Berdasarkan Pose Wajah Kukuh ............
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Lampiran 7
Uji Coba Sistem Berdasarkan Pose Wajah Susiana ...........
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Lampiran.8
Uji Coba Sistem Berdasarkan Pose Wajah Paramartha .....
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Lampiran 9
Uji Coba Sistem Berdasarkan Pose Wajah Mardika..........
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Lampiran 10
Uji Coba Sistem Berdasarkan Pose Wajah Naufal ............
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Lampiran 11
Uji Coba Sistem Berdasarkan Pose Wajah Indra ...............
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Lampiran 12
Uji Coba Sistem Berdasarkan Pose Wajah Yudhatama .....
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Lampiran 13
Uji Coba Sistem Berdasarkan Pose Wajah Bella ...............
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Lampiran 14
Uji Coba Sistem Berdasarkan Pose Wajah Akbar .............
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Lampiran 15
Uji Coba Sistem Berdasarkan Pose Wajah Muliawan .......
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Lampiran 16
Uji Coba Sistem Berdasarkan Pose Wajah Sastra .............
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Lampiran 17
Uji Coba Sistem Berdasarkan Pose Wajah Diva ...............
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Lampiran 18
Uji Coba Sistem Berdasarkan Pose Wajah Rio .................
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Lampiran 19
Uji Coba Sistem Berdasarkan Pose Wajah Jessica ............
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Lampiran 20
Uji Coba Sistem Berdasarkan Pose Wajah Ika ..................
71
Lampiran 21
Uji Coba Sistem Berdasarkan Pose Wajah Sutawati .........
72
Lampiran 22
Uji Coba Sistem Berdasarkan Pose Wajah Teja ................
73
Lampiran 23
Uji Coba Sistem Berdasarkan Pose Wajah Wirajaya.........
74
Lampiran 24
Uji Coba Sistem Berdasarkan Pose Wajah Wahyu ............
75
Lampiran 25
Uji Coba Sistem Berdasarkan Pose Wajah Surya ..............
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Lampiran 26
Uji Coba Sistem Berdasarkan Pose Wajah Nicko .............
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Lampiran 27
Uji Coba Sistem Berdasarkan Pose Wajah Angelo ...........
78
Lampiran 28
Uji Coba Sistem Berdasarkan Pose Wajah Amwisad ........
79
Lampiran 29
Uji Coba Sistem Berdasarkan Pose Wajah Willy ..............
80
Lampiran 30
Uji Coba Sistem Berdasarkan Pose Wajah Setyo ..............
81
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