Implementasi dan Perbandingan Metode Frei-Chen, Morphologi dan Sobel untuk Deteksi Tepi pada Citra Foto Rontgen Kista Rongga Mulut

105

LISTING PROGRAM

Kode Program Menu Utama:
using System;
using System.Collections.Generic;
using System.Drawing;
using System.Windows.Forms;
using System.Data;
using System.Linq;
using System.ComponentModel;
using System.Text;

namespace projek
{

public partial class MainForm : Form
{
public MainForm()
{

Windows Forms designer support.
InitializeComponent() call.
}

void DdfToolStripMenuItem_Click(object sender, EventArgs e)
{
}
void LinkLabel1_LinkClicked(object sender, LinkLabelLinkCli
ckedEventArgs e)
{
}

void LinkLabel4_LinkClicked(object sender,LinkLabelLinkClick
edEventArgs e)
{
}

106

void ContextMenuStrip1_Opening(object sender,System.Componen

tModel.CancelEventArgs e)
{
}
void MenuStrip1_ItemClicked(object sender,ToolStripItemClick
edEventArgs e)
{
}

void BANTUANToolStripMenuItem_Click(object sender, EventA
rgs e)
{
Form6 frm6 = new Form6();
frm6.ShowDialog();
}

void KELUARToolStripMenuItem_Click(object sender, EventArgs e)
{
this.Close();
}

void TENTANGToolStripMenuItem_Click(object sender, EventArgs e)
{
Form5 frm5 = new Form5();
frm5.ShowDialog();
}
void DETEKSITEPIToolStripMenuItem_Click(object sender, EventArgs
e)
{
Hide();
Form2 frm2 = new Form2();
frm2.ShowDialog();
}

void HOMEToolStripMenuItem_Click(object sender, EventArgs
e)
{
Hide();

107

MainForm mf = new MainForm();
mf.ShowDialog();
}
}
}

Kode Program Menu Deteksi Tepi:
using System;
using System.Drawing;
using System.Windows.Forms;
using System.Collections.Generic;
using System.ComponentModel;
using System.Data;
using System.Linq;
using System.Text;
using System.Collections;
using System.IO;
using System.Runtime.InteropServices;
using System.Diagnostics;

namespace projek
{
public partial class Form2 : Form
{
public Form2()
{
}
public double hitungMSE(Bitmap gambar_asli, Bitmap

gambar_Hasil)

{
double sum = 0;
double r1, r2, g1, g2, b1, b2, MSE;
for (int i = 0; i < gambar_asli.Height; i++)
{
for (int j = 0; j < gambar_asli.Width; j++)
{
r1 = gambar_asli.GetPixel(j, i).R;
r2 = gambar_asli.GetPixel(j, i).R;

sum += Math.Pow(r1 - r2, 2);

108

g1 = gambar_asli.GetPixel(j, i).G;
g2 = gambar_Hasil.GetPixel(j, i).G;
sum += Math.Pow(g1 - g2, 2);
b1 = gambar_asli.GetPixel(j, i).B;
b2 = gambar_Hasil.GetPixel(j, i).B;
sum += Math.Pow(b1 - b2, 2);
}
}
MSE = sum / (gambar_asli.Height * gambar_asli.Width);
return MSE;
}
public double hitungPSNR(double MSE)
{
double PSNR = Math.Log10(Math.Pow(255, 2) / MSE);
return PSNR;
}

private ArrayList konvolusi(int xPos, int yPos, Bitmap bitmap)
{
// inisialisasi variabel untuk menampung nilai
ArrayList neighboursList = new ArrayList();

int xStart, xFinish, yStart, yFinish;

int pixel;

// menentukan posisi awal dan akhir koordinat dalam
// ukuran mask 3 x 3
xStart = xPos - 1;
xFinish = xPos + 1;

yStart = yPos - 1;
yFinish = yPos + 1;
// loop sejumlah 3 x 3 perluasan pixel tetangga
for (int y = yStart; y (bitmap.Height - 1))
{
// menambahkan data ke list dengan nilai

0
// 0D : artinya nilai 0 dengan tipe
double (D)
neighboursList.Add(0);
}
else
{
// menampung nilai pixel pada titik (x,y)
pada variabel pixel
pixel = bitmap.GetPixel(x, y).R;

// menambahkan data ke list dengan nilai
pixel
neighboursList.Add(pixel);
}
}
}

// nilai kembalian berupa array list
return konvolusi;

}
private int getGradienValue(ArrayList neighboursList, String
maskType)
{
// sobel X : mask dari sobel X
// sobel Y : mask dari sobel Y
int result = 0;
int a;
a = Convert.ToInt32(Math.Sqrt(2));

110

int[,] sobelX = { {-1,0,1}, {-2,0,2}, {-1,0,1} };
int[,] sobelY = { { 1,2,1 }, { 0,0,0 }, { -1,-2,-1 } };
int[,] Frei_ChenX = { {-1, 0,1}, {-a,0,a}, {-1,0,1} };
int[,] Frei_ChenY= { {1,a,1}, { 0,0,0 }, {-1,-a,-1} };
// count : digunakan untuk menunjukkan index pada list
int count = 0;
// kondisi untuk mask type, bila X maka lakukan sobel X
// tetapi jika Y maka lakukan sobel Y

if (maskType.Equals("sX"))
{
// looping untuk menghitung nilai sobel X pada titik (x,y)
for (int y = 0; y < 3; y++)
{
for (int x = 0; x < 3; x++)
{
// perhitungan sobel X
result += sobelX[x, y] * Convert.ToInt16(neighboursList[count]));
// increment count yang digunakan untuk index neighboursList
count++;
}
}
}
else if (maskType.Equals("sY"))
{
// looping untuk menghitung nilai sobel Y pada titik (x,y)
for (int y = 0; y < 3; y++)
{
for (int x = 0; x < 3; x++)

{
// perhitungan sobel Y
result+=(sobelY[x, y] * Convert.ToInt16(neighboursList[count]));
// increment count yang digunakan untuk index neighboursList
count++;
}
}
}
else if (maskType.Equals("fX"))
{

111

// looping untuk menghitung nilai sobel Y pada titik (x,y)
for (int y = 0; y < 3; y++)
{
for (int x = 0; x < 3; x++)
{
// perhitungan FREI-CHEN X
result
+=(Frei_ChenX[x, y] * Convert.ToInt16(neighboursList[count]))
// increment count yang digunakan untuk index neighboursList
count++;
}
}
}
else if (maskType.Equals("fY"))
{
// looping untuk menghitung nilai sobel Y pada titik (x,y)
for (int y = 0; y < 3; y++)
{
for (int x = 0; x < 3; x++)
{
// perhitungan fREI-CHEN Y
result =
result + (Frei_ChenY[x, y] * Convert.ToInt16(neighboursList[count
]));

// increment count yang digunakan untuk index neighboursList
count++;
}
}
}
// nilai kembalian hasil sobel X atau sobel Y pada titik (x,y)
pada citra
return result;
}
private int getMorfoValue(ArrayList neighbourlist, String
maskType)
{
int result=0;

112

int maks = 0;
int count=0;
int min = 255;
if (maskType.Equals("D"))
{
for (int y = 0; y < 3; y++)
{
for (int x = 0; x < 3; x++)
{
result

= Convert.ToInt16(neighbourlist[count]);

if (maks < result)
{
maks= result;
}
count++;
}
}
return maks;
}
else if (maskType.Equals("E"))
{
for (int y = 0; y < 3; y++)
{
for (int x = 0; x < 3; x++)
{
result

= Convert.ToInt16(neighbourlist[count]);

if (result < min)
{
min = result;
}
// increment count yang digunakan untuk index neighboursList
count++;
}
}
}
return min;
}
void GroupBox2_Enter(object sender, EventArgs e)

113

{

void SobelToolStripMenuItem_Click(object sender, EventArgs e)
{
Form2 frm2 = new Form2();
frm2.ShowDialog();
}
void Button4_Click(object sender, EventArgs e)
{
Bitmap gambar_awal

= new Bitmap(pictureBox1.Image);

Bitmap gambar = new Bitmap(gambar_awal);
Bitmap bitmap = new Bitmap(gambar);
Bitmap hasil = new Bitmap(gambar);
Stopwatch sw = new Stopwatch();
int result;
int count = 0;
int resultFx;
int resultFy;
// inisialisasi array list untuk menampung pixel
tetangga
ArrayList neighboursList = new ArrayList();
// mengosongkan list sobel X
sw.Start();
// nested looping untuk scanline citra secara
horizontal
for (int y = 0; y < bitmap.Height; y++)
{
for (int x = 0; x < bitmap.Width; x++)
{
// mengosongkan list
neighboursList.Clear();
// menampung list tetangga dengan perluasan 3
x 3
neighboursList = konvlusi(x, y, bitmap);
resultFx
= getGradienValue(neighboursList,"fX");
resultFy
= getGradienValue(neighboursList, "fY");

114

result =
Convert.ToInt16(Math.Sqrt(Math.Pow(resultFx, 2) + Math.Pow(result
Fy, 2)));

// kondisi untuk

filter nilai harus dalam range 0 - 255
if (result < 0)
{
result = 0;
}
else if (result > 255)
{
result = 255;
}

// set nilai pixel baru setelah dikenakan
sobel mask X pada titik (x,y)
hasil.SetPixel(x, y, Color.FromArgb(result, r
esult, result));

count++;
}
}
sw.Stop();
pictureBox3.Image=hasil;
double MSE = hitungMSE(gambar, hasil);
textBox6.Text= MSE.ToString();
textBox7.Text=hitungPSNR(MSE).ToString();
textBox8.Text=Math.Round(Convert.ToDecimal(sw.Elapsed
Milliseconds)/ 1000, 4).ToString();
}
void Button6_Click(object sender, EventArgs e)
{
if (pictureBox2.Image != null)
{
SaveFileDialog simpan = new SaveFileDialog();
simpan.Filter = "Image Files|*.bmp|Image
Files|*.jpg";
simpan.FileName = "*.jpg";
if (simpan.ShowDialog() == DialogResult.OK)

115

{
pictureBox2.Image.Save(simpan.FileName, Syste
m.Drawing.Imaging.ImageFormat.Jpeg);

string filename =
simpan.FileName.Substring(0, simpan.FileName.Length 4) + ".txt";
FileStream fstream
= new FileStream(filename, FileMode.OpenOrCreate);
StreamWriter sw = new StreamWriter(fstream);
SeekOrigin seekorigin = new SeekOrigin();
sw.BaseStream.Seek(0, seekorigin);
sw.Flush();
sw.Close();
MessageBox.Show("Citra Hasil Deteksi Tepi
Sobel Telah
Disimpan", "Simpan", MessageBoxButtons.OK, MessageBoxIcon.Informa
tion);
}
}
else
{
MessageBox.Show("Citra Hasil Deteksi Tepi Belum
Ada");
}
}

void Button7_Click(object sender, EventArgs e)
{
// TODO: Implement Button7_Click
if (pictureBox3.Image != null)
{
SaveFileDialog simpan = new SaveFileDialog();
simpan.Filter = "Image Files|*.bmp|Image
Files|*.jpg";
simpan.FileName = "*.jpg";
if (simpan.ShowDialog() == DialogResult.OK)
{

116

pictureBox3.Image.Save(simpan.FileName, Syste
m.Drawing.Imaging.ImageFormat.Jpeg);

string filename =
simpan.FileName.Substring(0, simpan.FileName.Length 4) + ".txt";
FileStream fstream
= new FileStream(filename, FileMode.OpenOrCreate);
StreamWriter sw = new StreamWriter(fstream);
SeekOrigin seekorigin = new SeekOrigin();
sw.BaseStream.Seek(0, seekorigin);
sw.Flush();
sw.Close();
MessageBox.Show("Citra Hasil Deteksi Tepi
Sobel Telah
Disimpan", "Simpan", MessageBoxButtons.OK, MessageBoxIcon.Informa
tion);
}
}
else
{
MessageBox.Show("Citra Hasil Deteksi Tepi Belum
Ada");
}
}

void Button5_Click(object sender, EventArgs e)
{
Bitmap gambar_awal

= new Bitmap(pictureBox1.Image);

Bitmap gambar = new Bitmap(gambar_awal);
Bitmap bitmap = new Bitmap(gambar);
Bitmap hasil = new Bitmap(gambar);
Stopwatch sw = new Stopwatch();
int result;
int count = 0;
int resultDilasi;
int resultErosi;
// inisialisasi array list untuk menampung pixel

117

tetangga
ArrayList neighboursList = new ArrayList();
// mengosongkan list sobel X
sw.Start();
// nested looping untuk scanline citra secara
horizontal
for (int y = 0; y < bitmap.Height; y++)
{
for (int x = 0; x < bitmap.Width; x++)
{
// mengosongkan list
neighboursList.Clear();
// menampung list tetangga dengan perluasan 3
x 3
neighboursList = konvolusi(x, y, bitmap);
resultDilasi
= getMorfoValue(neighboursList,"D");
resultErosi
= getMorfoValue(neighboursList, "E");
result = Convert.ToInt32(resultDilasiresultErosi);
// kondisi untuk filter nilai harus dalam
range 0 - 255
if (result < 0)
{
result = 0;
}
else if (result > 255)
{
result = 255;
}

// set nilai pixel baru setelah dikenakan
sobel mask X pada titik (x,y)
hasil.SetPixel(x, y, Color.FromArgb(result, r
esult, result));
count++;
}

118

}
sw.Stop();
pictureBox4.Image=hasil;
double MSE = hitungMSE(gambar, hasil);
textBox9.Text= MSE.ToString();
textBox10.Text=hitungPSNR(MSE).ToString();
textBox11.Text=Math.Round(Convert.ToDecimal(sw.Elapse
dMilliseconds)/ 1000, 4).ToString();
}

void Button8_Click(object sender, EventArgs e)
{
if (pictureBox4.Image != null)
{
SaveFileDialog simpan = new SaveFileDialog();
simpan.Filter = "Image Files|*.bmp|Image
Files|*.jpg";
simpan.FileName = "*.jpg";
if (simpan.ShowDialog() == DialogResult.OK)
{
pictureBox4.Image.Save(simpan.FileName, Syste
m.Drawing.Imaging.ImageFormat.Jpeg);
string filename =
simpan.FileName.Substring(0, simpan.FileName.Length 4) + ".txt";
FileStream fstream
= new FileStream(filename, FileMode.OpenOrCreate);
StreamWriter sw = new StreamWriter(fstream);
SeekOrigin seekorigin = new SeekOrigin();
sw.BaseStream.Seek(0, seekorigin);
sw.Flush();
sw.Close();
MessageBox.Show("Citra Hasil Deteksi Tepi
Sobel Telah
Disimpan", "Simpan", MessageBoxButtons.OK, MessageBoxIcon.Informa
tion);
}
}

119

else
{
MessageBox.Show("Citra Hasil Deteksi Tepi Belum
Ada");
}
}

void Button3_Click(object sender, EventArgs e)
{
Bitmap gambar_awal

= new Bitmap(pictureBox1.Image);

Bitmap gambar = new Bitmap(gambar_awal);
Bitmap bitmap = new Bitmap(gambar);
Bitmap hasil = new Bitmap(gambar);
Stopwatch sw = new Stopwatch();
int result;
int count = 0;
int resultSx;
int resultSy;
// inisialisasi array list untuk menampung pixel
tetangga
ArrayList neighboursList = new ArrayList();
// mengosongkan list
sw.Start();
// nested looping untuk scanline citra secara
horizontal
for (int y = 0; y < bitmap.Height; y++)
{
for (int x = 0; x < bitmap.Width; x++)
{
// mengosongkan list
neighboursList.Clear();
// menampung list tetangga dengan perluasan 3
x 3
neighboursList = Konvolusi (x, y, bitmap);
resultSx
= getGradienValue(neighboursList,"sX");
resultSy
= getGradienValue(neighboursList, "sY");

120

result =
Convert.ToInt16(Math.Sqrt(Math.Pow(resultSx, 2) + Math.Pow(result
Sy, 2)));

// kondisi untuk

filter nilai harus dalam range 0 - 255
if (result < 0)
{
result = 0;
}
else if (result > 255)
{
result = 255;
}

// set nilai pixel baru setelah dikenakan
sobel mask X pada titik (x,y)
hasil.SetPixel(x, y, Color.FromArgb(result, r
esult, result));
count++;
}
}
sw.Stop();
pictureBox2.Image=hasil;
double MSE = hitungMSE(gambar, hasil);
textBox3.Text= MSE.ToString();
textBox4.Text=hitungPSNR(MSE).ToString();
textBox5.Text=Math.Round(Convert.ToDecimal(sw.Elapsed
Milliseconds)/ 1000, 4).ToString();
}

void KeluarToolStripMenuItem_Click(object sender, EventAr
gs e)
{
Close();
}

void Button1_Click(object sender, EventArgs e)
{
try

121

{
OpenFileDialog open = new OpenFileDialog();
open.Filter = "Image Files(*.bmp)|*.bmp|Image
Files(*.jpg)|*.jpg|All Files(*.*)|*.*";
if (open.ShowDialog() == DialogResult.OK)
{
Bitmap gambar
= new Bitmap(open.FileName.ToString());
Bitmap gray= new Bitmap(gambar);
int rata2=0;
for(int y =0; y< gambar.Height; y++)
{
for (int x=0; x< gambar.Width; x++)
{
rata2=(gambar.GetPixel(x, y).R

+ gambar.GetP

ixel(x, y).G + gambar.GetPixel(x, y).B)/3;
gray.SetPixel(x, y, Color.FromArgb(rata2,rata
2,rata2));
}
}
pictureBox1.Image= gray;

textBox13.Text = open.FileName.ToString();
textBox2.Text = gambar.Width.ToString();
textBox12.Text = gambar.Height.ToString();
long fileSize
= new System.IO.FileInfo(open.FileName).Length;
if (fileSize / 1000 < 1)
{
textBox1.Text = fileSize.ToString();
lblSize.Text = "Byte";
}
else
{
textBox1.Text
= (fileSize / 1000).ToString();
lblSize.Text = "Kb";
}

122

}
}
catch (Exception)
{
throw new ApplicationException("Failed loading
image");
}
}

void DeteksiTepiToolStripMenuItem_Click(object sender, Ev
entArgs e)
{
Hide();
Form2 frm2 = new Form2();
frm2.ShowDialog();
}

void Form2_Load(object sender, EventArgs e)
{
}

void Button9_Click(object sender, EventArgs e)
{
Bitmap gambar_awal

= new Bitmap(pictureBox2.Image);

Bitmap gambar_utama= new Bitmap(pictureBox1.Image);
Bitmap gambar = new Bitmap(gambar_awal);
Bitmap bitmap = new Bitmap(gambar);
Bitmap hasil = new Bitmap(gambar);
Stopwatch sw = new Stopwatch();
Bitmap gambar2= new Bitmap(gambar);
int result;
int count = 0;
int resultDilasi;
int resultErosi;
// inisialisasi array list untuk menampung pixel
tetangga
ArrayList neighboursList = new ArrayList();
// mengosongkan list

123

sw.Start();
// nested looping untuk scanline citra secara
horizontal
for (int y = 0; y < bitmap.Height; y++)
{
for (int x = 0; x < bitmap.Width; x++)
{
// mengosongkan list
neighboursList.Clear();
// menampung list tetangga dengan perluasan 3
x 3
neighboursList = Konvolusi(x, y, bitmap);
resultDilasi
= getMorfoValue(neighboursList,"D");
resultErosi
= getMorfoValue(neighboursList,"E");
result = Convert.ToInt32(resultDilasiresultErosi);
// kondisi untuk filter nilai harus dalam
range 0 - 255
if (result < 0)
{
result = 0;
}
else if (result > 255)
{
result = 255;
}
// set nilai pixel baru setelah dikenakan
sobel mask X pada titik (x,y)
hasil.SetPixel(x, y, Color.FromArgb(result, r
esult, result));
count++;
}
}
sw.Stop();
pictureBox5.Image=hasil;
double MSE = hitungMSE(gambar_utama,hasil);

124

textBox16.Text= MSE.ToString();
textBox15.Text=hitungPSNR(MSE).ToString();
textBox14.Text=Math.Round(Convert.ToDecimal(sw.Elapse
dMilliseconds)/ 1000, 4).ToString();
}
void Button11_Click(object sender, EventArgs e)
{
// TODO: Implement Button11_Click
Bitmap gambar_awal

= new Bitmap(pictureBox3.Image);

Bitmap gambar_utama= new Bitmap(pictureBox1.Image);
Bitmap gambar = new Bitmap(gambar_awal);
Bitmap bitmap = new Bitmap(gambar);
Bitmap hasil = new Bitmap(gambar);
Stopwatch sw = new Stopwatch();
Bitmap gambar2= new Bitmap(gambar);
int result;
int count = 0;
int resultDilasi;
int resultErosi;
// inisialisasi array list untuk menampung pixel
tetangga
ArrayList neighboursList = new ArrayList();
// mengosongkan list
sw.Start();
// nested looping untuk scanline citra secara
horizontal
for (int y = 0; y < bitmap.Height; y++)
{
for (int x = 0; x < bitmap.Width; x++)
{
// mengosongkan list
neighboursList.Clear();
// menampung list tetangga dengan perluasan 3
x 3
neighboursList = konvolusi(x, y, bitmap);
resultDilasi
= getMorfoValue(neighboursList,"D");
resultErosi

125

= getMorfoValue(neighboursList,"E");
result = Convert.ToInt32(resultDilasiresultErosi);
// kondisi untuk filter nilai harus dalam
range 0 - 255
if (result < 0)
{
result = 0;
}
else if (result > 255)
{
result = 255;
}
// set nilai pixel baru setelah dikenakan
sobel mask X pada titik (x,y)
hasil.SetPixel(x, y, Color.FromArgb(result, r
esult, result));
count++;
}
}
sw.Stop();
pictureBox6.Image=hasil;
double MSE = hitungMSE(gambar_utama,hasil);
textBox19.Text= MSE.ToString();
textBox18.Text=hitungPSNR(MSE).ToString();
textBox17.Text=Math.Round(Convert.ToDecimal(sw.Elapse
dMilliseconds)/ 1000, 4).ToString();
}
void Button2_Click(object sender, EventArgs e)
{
if (pictureBox5.Image != null)
{
SaveFileDialog simpan = new SaveFileDialog();
simpan.Filter = "Image Files|*.bmp|Image
Files|*.jpg";
simpan.FileName = "*.jpg";
if (simpan.ShowDialog() == DialogResult.OK)
{

126

pictureBox3.Image.Save(simpan.FileName, Syste
m.Drawing.Imaging.ImageFormat.Jpeg);

string filename =
simpan.FileName.Substring(0, simpan.FileName.Length 4) + ".txt";
FileStream fstream
= new FileStream(filename, FileMode.OpenOrCreate);
StreamWriter sw = new StreamWriter(fstream);
SeekOrigin seekorigin = new SeekOrigin();
sw.BaseStream.Seek(0, seekorigin);
sw.Flush();
sw.Close();
MessageBox.Show("Citra Hasil Deteksi Tepi
Telah
Disimpan", "Simpan", MessageBoxButtons.OK, MessageBoxIcon.Informa
tion);
}
}
else
{
MessageBox.Show("Citra Hasil Deteksi Tepi Belum
Ada");
}
}

void Button10_Click(object sender, EventArgs e)
{
if (pictureBox6.Image != null)
{
SaveFileDialog simpan = new SaveFileDialog();
simpan.Filter = "Image Files|*.bmp|Image
Files|*.jpg";
simpan.FileName = "*.jpg";
if (simpan.ShowDialog() == DialogResult.OK)
{
pictureBox3.Image.Save(simpan.FileName, Syste
m.Drawing.Imaging.ImageFormat.Jpeg);

127

string filename =
simpan.FileName.Substring(0, simpan.FileName.Length 4) + ".txt";
FileStream fstream
= new FileStream(filename, FileMode.OpenOrCreate);
StreamWriter sw = new StreamWriter(fstream);
SeekOrigin seekorigin = new SeekOrigin();
sw.BaseStream.Seek(0, seekorigin);
sw.Flush();
sw.Close();
MessageBox.Show("Citra Hasil Deteksi Tepi
Telah
Disimpan", "Simpan", MessageBoxButtons.OK, MessageBoxIcon.Informa
tion);
}
}
else
{
MessageBox.Show("Citra Hasil Deteksi Tepi Belum
Ada");
}
}
void HomeToolStripMenuItem_Click(object sender, EventArgs e)
{
Hide();
MainForm mf = new MainForm();
mf.ShowDialog();
}
void BantuanToolStripMenuItem_Click(object sender, EventA
rgs e)
{
Form6 frm6 = new Form6();
frm6.ShowDialog();
}
void TentangToolStripMenuItem_Click(object sender, EventA
rgs e)
{

128

Form5 frm5 = new Form5();
frm5.ShowDialog();
}
}
}

Kode Program Menu Bantuan:
using System;
using System.Drawing;
using System.Windows.Forms;

namespace projek
{

public partial class Form6 : Form
{
public Form6()
{
InitializeComponent();
}
}
}

Kode Program Menu Tentang:
using System;
using System.Drawing;
using System.Windows.Forms;

namespace projek
{
public partial class Form5 : Form
{
public Form5()
{
InitializeComponent();

}
}

}

129

CURRICULUM VITAE

Nama

: Khairani

Tempat & Tanggal Lahir

: Ramunia 12 Agustus 1993

Alamat Sekarang

: Jln. Pantai Labu Gang Besi Timur kec. Pantai
Labu

Alamat Orang Tua

: Jln. Pantai Labu Gang Besi Timur kec. Pantai
Labu

Email

: khairanivl@gmail.com

Riwayat Pendidikan
2011 – 2015

: S-1 Ilmu Komputer Universitas Sumatera Utara, Medan

2008 – 2011

: SMA Negeri1, Lubuk Pakam

2005 – 2008

: SMP Negeri1, Lubuk Pakam

1999 – 2005

: SDNegeri 104248, Beringin

Keahlian
Bahasa

: Indonesia, Inggris

Bahasa Pemrograman : C#, PHP, Mathlab
Database

: MSQL

Pengalaman Organisasi
[2009 – 2010] PMR 010 SMA Negeri 1 Lubuk Pakam
[2012 – 2014] Sekdiv Dana dan Usaha Ukmi Al-Khuwarizmi Fasilkom-TI USU
[2013 – 2014] AnggotaPEMA Fasilkom-TI USU
[2013 – 2014] Anggota KAM Rabbani Fasilkom-TI USU