Selasa, 25 Juni 2013

TUGAS PENGOLAHAN CITRA VB NET 2008

 
ini merupakan tugas pertemuan terakhir untuk mata kuliah PEMROGRAMAN VISUAL BASIC di semester 4 ini, jadi.....
saya akan bahas tentang tugas ini,dipostingan saya
 ini dia macam-macam jenis pengolahan citra yaitu :
1. GRAYSCALE
2. NEGATIF
3. BRIGHTNESS
4. BINER
5. ROTATE 90
6. CONTRAST
7. SMOOTHING
8. INVERSI
9. LOGARITMIK
10. WEIGHTED SMOOTHING
11. LOW PASS
12. HIGH PASS
13. ROTATE 180

Berikut ini Listing Program dan Tampilannya

Listing Program :

 Public Class Form1
    Dim gambar As Bitmap

    Private Sub OpenCitraToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles OpenCitraToolStripMenuItem.Click
        OFD.Filter = "BMP|*.bmp|JPG|*.Jpg"
        OFD.ShowDialog()

        If OFD.FileName = "" Then Exit Sub
        Pic1.Image = Image.FromFile(OFD.FileName)
        gambar = New Bitmap(Pic1.Image)
    End Sub

    Private Sub SaveCitraToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles SaveCitraToolStripMenuItem.Click
        SFD.Filter = "BMP|*.bmp|JPG|*.Jpg"
        SFD.ShowDialog()

        If SFD.FileName = "" Then Exit Sub
        If SFD.FilterIndex = 1 Then
            gambar.Save(SFD.FileName, System.Drawing.Imaging.ImageFormat.Jpeg)
        End If
        If SFD.FilterIndex = 2 Then
            gambar.Save(SFD.FileName, System.Drawing.Imaging.ImageFormat.Bmp)
        End If
    End Sub

 Private Sub DefaultGambarToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles DefaultGambarToolStripMenuItem.Click
        gambar = New Bitmap(Pic1.Image)
    End Sub

    Private Sub KeluarToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles KeluarToolStripMenuItem.Click
        End
    End Sub


Tampilannya :



1. GRAYSCALE

Listing Program :

 Private Sub GrayscaleToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles GrayscaleToolStripMenuItem.Click
        Dim pb, pc As Integer
        Dim rt, vM, vH, vB As Double
        With gambar
            For pb = 0 To .Height - 1
                For pc = 0 To .Width - 1
                    vM = .GetPixel(pc, pb).R
                    vH = .GetPixel(pc, pb).G
                    vB = .GetPixel(pc, pb).B
                    rt = (vM + vH + vB) / 3
                    .SetPixel(pc, pb, Color.FromArgb(rt, rt, rt))
                Next
                Pic2.Image = gambar
                Pic2.Refresh()
            Next
        End With
    End Sub

Tampilannya :


2. NEGATIF

Listing Program :

Private Sub NegatifToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles NegatifToolStripMenuItem.Click
        Dim pb, pc As Integer
        Dim vM, vH, vB As Double
        With gambar
            For pb = 0 To .Height - 1
                For pc = 0 To .Width - 1
                    vM = 255 - .GetPixel(pc, pb).R
                    vH = 255 - .GetPixel(pc, pb).G
                    vB = 255 - .GetPixel(pc, pb).B
                    If vM <= 0 Then vM = 0
                    If vB <= 0 Then vB = 0
                    If vH <= 0 Then vH = 0
                    .SetPixel(pc, pb, Color.FromArgb(vM, vH, vB))
                Next
                Pic2.Image = gambar
                Pic2.Refresh()
            Next
        End With
    End Sub

Tampilannya :


3. BRIGHTNESS

Listing Program :

Private Sub BrigthnessToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles BrigthnessToolStripMenuItem.Click
        Dim pb, pc As Integer
        Dim vM, vH, vB As Double
        With gambar
            For pb = 0 To .Height - 1
                For pc = 0 To .Width - 1
                    vM = .GetPixel(pc, pb).R + 5
                    vH = .GetPixel(pc, pb).G + 5
                    vB = .GetPixel(pc, pb).B + 5
                    If vM > 255 Then vM = 255
                    If vB > 255 Then vB = 255
                    If vH > 255 Then vH = 255
                    .SetPixel(pc, pb, Color.FromArgb(vM, vH, vB))
                Next
                Pic2.Image = gambar
                Pic2.Refresh()
            Next
        End With
    End Sub

Tampilannya : 


4. BINER

Listing Program :

Private Sub BinerToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles BinerToolStripMenuItem.Click
        Dim pb, pc As Integer
        Dim rata, vM, vH, vB As Double
        With gambar
            For pb = 0 To .Height - 1
                For pc = 0 To .Width - 1
                    vM = .GetPixel(pc, pb).R
                    vH = .GetPixel(pc, pb).G
                    vB = .GetPixel(pc, pb).B
                    rata = (vM + vH + vB) / 3
                    If (rata < 128) Then
                        vM = 0
                        vH = 0
                        vB = 0
                    Else
                        vM = 255
                        vH = 255
                        vB = 255
                    End If
                    .SetPixel(pc, pb, Color.FromArgb(vM, vH, vB))
                Next
                Pic2.Image = gambar
                Pic2.Refresh()
            Next
        End With
    End Sub

Tampilannya :


5. ROTATE 90

Listing Program : 

Private Sub RotateToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles RotateToolStripMenuItem.Click
        Dim rgb As Image
        rgb = Pic2.Image
        If rgb IsNot Nothing Then rgb.RotateFlip(RotateFlipType.Rotate90FlipXY)
        Pic2.Image = rgb
    End Sub

Tampilannya : 


6.CONTRAST

Listing Program :
Private Sub ContrastToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles ContrastToolStripMenuItem.Click
        gambar = New Bitmap(Pic1.Image)
        Pic2.Image = gambar
        Dim tempbmp As New Bitmap(Pic1.Image)
        Dim DX As Integer = 1
        Dim DY As Integer = 1
        Dim Red, Green, Blue As Integer
        Dim X, Y As Integer
        Dim tc As Integer
        tc = 5

        With tempbmp
            For X = DX To .Height - DX - 1
                For Y = DY To .Width - DY - 1
                    Red = CInt(.GetPixel(Y, X).R)
                    Green = CInt(.GetPixel(Y, X).G)
                    Blue = CInt(.GetPixel(Y, X).B)
                    'Grey = (Red + Green + Blue) / 3 'konversi warna pada pixel Y,X ke grey
                    Red = Red * tc
                    Blue = Blue * tc
                    Green = Green * tc
                    If (Red > 255) Then
                        Red = 255
                    End If
                    If (Blue > 255) Then
                        Blue = 255
                    End If
                    If (Green > 255) Then
                        Green = 255
                    End If
                    gambar.SetPixel(Y, X, Color.FromArgb(Red, Green, Blue))
                Next
                If X Mod 10 = 0 Then
                    Pic1.Invalidate()
                    Pic2.Refresh()
                End If
            Next
        End With
    End Sub

Tampilannya : 


7.  SMOOTHING

Listing Program :

 Private Sub SmoothingToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles SmoothingToolStripMenuItem.Click

        Dim MF(2, 2) As Double

        'MaskFilter.Show()
        'matriks Filter
        '  0 1 2
        '0 a b c
        '1 d e f
        '2 g h i

        'Filter smoothing
        MF(0, 0) = 1 / 9 'a
        MF(0, 1) = 1 / 9 'b
        MF(0, 2) = 1 / 9 'c

        MF(1, 0) = 1 / 9 'd
        MF(1, 1) = 1 / 9 'e
        MF(1, 2) = 1 / 9 'f

        MF(2, 0) = 1 / 9 'g
        MF(2, 1) = 1 / 9 'h
        MF(2, 2) = 1 / 9 'i

        gambar = New Bitmap(Pic1.Image)
        Pic2.Image = gambar
        Dim tempbmp As New Bitmap(Pic1.Image)
        Dim DX As Integer = 1
        Dim DY As Integer = 1
        Dim Red As Integer, Green As Integer, Blue As Integer

        With gambar
            For i = DX To .Height - DX - 1
                For j = DY To .Width - DY - 1
                    'proses matriks filter
                    'point(j,i)*e --> titik tengah
                    Red = CInt(.GetPixel(j, i).R) * MF(1, 1)
                    Green = CInt(.GetPixel(j, i).G) * MF(1, 1)
                    Blue = CInt(.GetPixel(j, i).B) * MF(1, 1)
                    'proses titik tetangga
                    'point(j-1,i-1)*a--> MF(0,0)--> titik kiri atas
                    If j - 1 < 1 And i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i - 1).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i - 1).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i - 1).B) * MF(0, 0))
                    End If
                    'point(j,i-1)*b --> MF(0,1) --> titik atas
                    If i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i - 1).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i - 1).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i - 1).B) * MF(0, 1))
                    End If
                    'point(j+1,i-1)*c --> MF(0,2) --> titik kanan atas
                    If j + 1 > .Width - DY - 1 And i - 1 > 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i - 1).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i - 1).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i - 1).B) * MF(0, 2))
                    End If
                    'point(j-1,i)*d --> MF(1,0) --> titik kiri
                    If j - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i).B) * MF(1, 0))
                    End If
                    'point(j+1,i)*f --> MF(1,2) --> titik kanan
                    If j + 1 > .Width - DY - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i).B) * MF(1, 2))
                    End If
                    'point(j-1,i+1)*g --> MF(2,0) --> titik kiri bawah
                    If j - 1 < 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i + 1).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i + 1).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i + 1).B) * MF(2, 0))
                    End If
                    'point(j,i+1)*g --> MF(2,1) --> titik bawah
                    If i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i + 1).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i + 1).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i + 1).B) * MF(2, 1))
                    End If
                    'point(j+1,i+1)*h --> MF(2,2) --> titik kanan bawah
                    If j + 1 > .Width - DY - 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i + 1).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i + 1).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i + 1).B) * MF(2, 2))
                    End If
                    'normalisasi
                    If Red < 0 Then
                        Red = 0
                    Else
                        If Red > 255 Then
                            Red = 255
                        End If
                    End If
                    If Green < 0 Then
                        Green = 0
                    Else
                        If Green > 255 Then
                            Green = 255
                        End If
                    End If
                    If Blue < 0 Then
                        Blue = 0
                    Else
                        If Blue > 255 Then
                            Blue = 255
                        End If
                    End If

                    'simpan warna hasil smoothing ke point j,i
                    gambar.SetPixel(j, i, Color.FromArgb(Red, Green, Blue))
                Next
                If i Mod 10 = 0 Then
                    Pic1.Invalidate()
                    Me.Text = Int(100 * i / (Pic1.Image.Height - 2)).ToString & "%"
                    Pic1.Refresh()
                End If
            Next
        End With
        Pic1.Refresh()
        Me.Text = "Proses Smoothing Image berhasil"
    End Sub

Tampilannya :


 8. INVERSI

Listing Program :

 Private Sub InversiToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles InversiToolStripMenuItem.Click

        Dim inVal As Object

        inVal = InputBox("Berapa Bit ? ", "Inversi", "8")

        If inVal <> "" Then
            gambar = New Bitmap(Pic1.Image) 'Gambar asli dijadikan gambar Bitmap
            Pic2.Image = gambar
            Dim tempbmp As New Bitmap(Pic1.Image) 'deklarasi gambar Bitmap dari gambar asli untuk diproses
            Dim DX As Integer = 1
            Dim DY As Integer = 1
            Dim mBit, Red As Integer, Green As Integer, Blue As Integer, Grey As Integer
            Dim X, Y As Integer
            mBit = CInt(inVal)
            With tempbmp
                For X = DX To .Height - DX - 1
                    For Y = DY To .Width - DY - 1
                        Red = CInt((Math.Pow(2, mBit) - 1)) - CInt(.GetPixel(Y, X).R) 'ambil nilai warna merah (Red) pada pixel(Y,X)
                        Green = CInt((Math.Pow(2, mBit) - 1)) - CInt(.GetPixel(Y, X).G) 'ambil nilai warna hijau (Green) pada pixel(Y,X)
                        Blue = CInt((Math.Pow(2, mBit) - 1)) - CInt(.GetPixel(Y, X).B) 'ambil nilai warna biru (Blue) pada pixel(Y,X)

                        If (Red > 255) Then
                            Red = 255
                        Else
                            If Red < 0 Then
                                Red = 0
                            End If
                        End If

                        If Green > 255 Then
                            Green = 255
                        Else
                            If Green < 0 Then
                                Green = 0
                            End If
                        End If

                        If Blue > 255 Then
                            Blue = 255
                        Else
                            If Blue < 0 Then
                                Blue = 0
                            End If
                        End If

                        gambar.SetPixel(Y, X, Color.FromArgb(Red, Green, Blue)) 'simpan warna baru pada pixel(Y,X)
                    Next
                    If X Mod 10 = 0 Then
                        Pic1.Invalidate()
                        Pic1.Refresh()
                    End If
                Next
            End With

            Pic1.Refresh()
            Me.Text = "Pengolahan Citra : Proses Inversi Scale berhasil"
        End If
    End Sub

Tampilannya :


9. LOGARITMIK

Listing Program :

 Private Sub LogaritmikToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles LogaritmikToolStripMenuItem.Click
        Dim tL As Object

        tL = InputBox("Masukan Nilai C : ", "Transformasi Logaritmik", "0")

        If tL <> "" Then
            gambar = New Bitmap(Pic1.Image) 'Gambar asli dijadikan gambar Bitmap
            Pic2.Image = gambar
            Dim tempbmp As New Bitmap(Pic1.Image) 'deklarasi gambar Bitmap dari gambar asli untuk diproses
            Dim DX As Integer = 1
            Dim DY As Integer = 1
            Dim c, Red As Integer, Green As Integer, Blue As Integer, Grey As Integer
            Dim X, Y As Integer
            c = CDbl(tL)
            With tempbmp
                For X = DX To .Height - DX - 1
                    For Y = DY To .Width - DY - 1
                        Red = c * Math.Log(CInt(.GetPixel(Y, X).R) + 1) 'ambil nilai warna merah (Red) pada pixel(Y,X)
                        Green = c * Math.Log(CInt(.GetPixel(Y, X).G) + 1) 'ambil nilai warna hijau (Green) pada pixel(Y,X)
                        Blue = c * Math.Log(CInt(.GetPixel(Y, X).B) + 1) 'ambil nilai warna biru (Blue) pada pixel(Y,X)

                        If (Red > 255) Then
                            Red = 255
                        Else
                            If Red < 0 Then
                                Red = 0
                            End If
                        End If

                        If Green > 255 Then
                            Green = 255
                        Else
                            If Green < 0 Then
                                Green = 0
                            End If
                        End If

                        If Blue > 255 Then
                            Blue = 255
                        Else
                            If Blue < 0 Then
                                Blue = 0
                            End If
                        End If

                        gambar.SetPixel(Y, X, Color.FromArgb(Red, Green, Blue)) 'simpan warna baru pada pixel(Y,X)
                    Next
                    If X Mod 10 = 0 Then
                        Pic1.Invalidate()
                        Pic1.Refresh()
                    End If
                Next
            End With
            Pic1.Refresh()
            Me.Text = "Pengolahan Citra : Proses Transformasi Logaritmik berhasil"
        End If
    End Sub

Tampilannya :


10. WEIGHTED SMOOTHING

Listing Program :

 Private Sub WeightedSmoothingToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles WeightedSmoothingToolStripMenuItem.Click
        Dim MF(2, 2) As Double

        'MaskFilter.Show()
        'matriks Filter
        '  0 1 2
        '0 a b c
        '1 d e f
        '2 g h i

        'Filter smoothing
        MF(0, 0) = 1 / 16 'a
        MF(0, 1) = 2 / 16 'b
        MF(0, 2) = 1 / 16 'c

        MF(1, 0) = 2 / 16 'd
        MF(1, 1) = 4 / 16 'e
        MF(1, 2) = 2 / 16 'f

        MF(2, 0) = 1 / 16 'g
        MF(2, 1) = 2 / 16 'h
        MF(2, 2) = 1 / 16 'i

        gambar = New Bitmap(Pic1.Image)
        Pic2.Image = gambar
        Dim tempbmp As New Bitmap(Pic1.Image)
        Dim DX As Integer = 1
        Dim DY As Integer = 1
        Dim Red As Integer, Green As Integer, Blue As Integer

        Dim i As Integer, j As Integer
        Dim k As Integer, l As Integer 'untuk mask border
      

        With gambar
            For i = DX To .Height - DX - 1
                For j = DY To .Width - DY - 1
                    'proses matriks filter
                    'point(j,i)*e --> titik tengah
                    Red = CInt(.GetPixel(j, i).R) * MF(1, 1)
                    Green = CInt(.GetPixel(j, i).G) * MF(1, 1)
                    Blue = CInt(.GetPixel(j, i).B) * MF(1, 1)
                    'proses titik tetangga
                    'point(j-1,i-1)*a--> MF(0,0)--> titik kiri atas
                    If j - 1 < 1 And i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i - 1).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i - 1).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i - 1).B) * MF(0, 0))
                    End If
                    'point(j,i-1)*b --> MF(0,1) --> titik atas
                    If i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i - 1).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i - 1).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i - 1).B) * MF(0, 1))
                    End If
                    'point(j+1,i-1)*c --> MF(0,2) --> titik kanan atas
                    If j + 1 > .Width - DY - 1 And i - 1 > 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i - 1).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i - 1).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i - 1).B) * MF(0, 2))
                    End If
                    'point(j-1,i)*d --> MF(1,0) --> titik kiri
                    If j - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i).B) * MF(1, 0))
                    End If
                    'point(j+1,i)*f --> MF(1,2) --> titik kanan
                    If j + 1 > .Width - DY - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i).B) * MF(1, 2))
                    End If
                    'point(j-1,i+1)*g --> MF(2,0) --> titik kiri bawah
                    If j - 1 < 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i + 1).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i + 1).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i + 1).B) * MF(2, 0))
                    End If
                    'point(j,i+1)*g --> MF(2,1) --> titik bawah
                    If i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i + 1).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i + 1).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i + 1).B) * MF(2, 1))
                    End If
                    'point(j+1,i+1)*h --> MF(2,2) --> titik kanan bawah
                    If j + 1 > .Width - DY - 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i + 1).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i + 1).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i + 1).B) * MF(2, 2))
                    End If
                    'normalisasi
                    If Red < 0 Then
                        Red = 0
                    Else
                        If Red > 255 Then
                            Red = 255
                        End If
                    End If
                    If Green < 0 Then
                        Green = 0
                    Else
                        If Green > 255 Then
                            Green = 255
                        End If
                    End If
                    If Blue < 0 Then
                        Blue = 0
                    Else
                        If Blue > 255 Then
                            Blue = 255
                        End If
                    End If

                    'simpan warna hasil smoothing ke point j,i
                    gambar.SetPixel(j, i, Color.FromArgb(Red, Green, Blue))
                Next
                If i Mod 10 = 0 Then
                    Pic1.Invalidate()
                    Me.Text = Int(100 * i / (Pic1.Image.Height - 2)).ToString & "%"
                    Pic1.Refresh()
                End If
            Next
        End With
        Pic1.Refresh()
        Me.Text = "Proses Weighted Smoothing Image berhasil"
    End Sub

Tampilannya :


11. LOW PASS

Listing Program :

 Private Sub LowPassToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles LowPassToolStripMenuItem.Click
        Dim MF(2, 2) As Double

        'MaskFilter.Show()
        'matriks Filter
        '  0 1 2
        '0 a b c
        '1 d e f
        '2 g h i

        'Filter smoothing
        MF(0, 0) = 0 'a
        MF(0, 1) = -1 'b
        MF(0, 2) = 0 'c

        MF(1, 0) = -1 'd
        MF(1, 1) = 4 'e
        MF(1, 2) = -1 'f

        MF(2, 0) = 0 'g
        MF(2, 1) = -1 'h
        MF(2, 2) = 0 'i

        gambar = New Bitmap(Pic1.Image)
        Pic2.Image = gambar
        Dim tempbmp As New Bitmap(Pic1.Image)
        Dim DX As Integer = 1
        Dim DY As Integer = 1
        Dim Red As Integer, Green As Integer, Blue As Integer

        Dim i As Integer, j As Integer
        Dim k As Integer, l As Integer 'untuk mask border

        With gambar
            For i = DX To .Height - DX - 1
                For j = DY To .Width - DY - 1
                    'proses matriks filter
                    'point(j,i)*e --> titik tengah
                    Red = CInt(.GetPixel(j, i).R) * MF(1, 1)
                    Green = CInt(.GetPixel(j, i).G) * MF(1, 1)
                    Blue = CInt(.GetPixel(j, i).B) * MF(1, 1)
                    'proses titik tetangga
                    'point(j-1,i-1)*a--> MF(0,0)--> titik kiri atas
                    If j - 1 < 1 And i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i - 1).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i - 1).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i - 1).B) * MF(0, 0))
                    End If
                    'point(j,i-1)*b --> MF(0,1) --> titik atas
                    If i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i - 1).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i - 1).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i - 1).B) * MF(0, 1))
                    End If
                    'point(j+1,i-1)*c --> MF(0,2) --> titik kanan atas
                    If j + 1 > .Width - DY - 1 And i - 1 > 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i - 1).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i - 1).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i - 1).B) * MF(0, 2))
                    End If
                    'point(j-1,i)*d --> MF(1,0) --> titik kiri
                    If j - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i).B) * MF(1, 0))
                    End If
                    'point(j+1,i)*f --> MF(1,2) --> titik kanan
                    If j + 1 > .Width - DY - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i).B) * MF(1, 2))
                    End If
                    'point(j-1,i+1)*g --> MF(2,0) --> titik kiri bawah
                    If j - 1 < 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i + 1).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i + 1).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i + 1).B) * MF(2, 0))
                    End If
                    'point(j,i+1)*g --> MF(2,1) --> titik bawah
                    If i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i + 1).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i + 1).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i + 1).B) * MF(2, 1))
                    End If
                    'point(j+1,i+1)*h --> MF(2,2) --> titik kanan bawah
                    If j + 1 > .Width - DY - 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i + 1).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i + 1).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i + 1).B) * MF(2, 2))
                    End If
                    'normalisasi
                    If Red < 0 Then
                        Red = 0
                    Else
                        If Red > 255 Then
                            Red = 255
                        End If
                    End If
                    If Green < 0 Then
                        Green = 0
                    Else
                        If Green > 255 Then
                            Green = 255
                        End If
                    End If
                    If Blue < 0 Then
                        Blue = 0
                    Else
                        If Blue > 255 Then
                            Blue = 255
                        End If
                    End If

                    'simpan warna hasil smoothing ke point j,i
                    gambar.SetPixel(j, i, Color.FromArgb(Red, Green, Blue))
                Next
                If i Mod 10 = 0 Then
                    Pic1.Invalidate()
                    Me.Text = Int(100 * i / (Pic1.Image.Height - 2)).ToString & "%"
                    Pic1.Refresh()
                End If
            Next
        End With
        Pic1.Refresh()
        Me.Text = "Proses Low Pass Image berhasil"
    End Sub

Tampilannya :


12. HIGH PASS

Listing Program :

Private Sub HighPassToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles HighPassToolStripMenuItem.Click
        Dim MF(2, 2) As Double

        'MaskFilter.Show()
        'matriks Filter
        '  0 1 2
        '0 a b c
        '1 d e f
        '2 g h i

        'Filter smoothing
        MF(0, 0) = -1 'a
        MF(0, 1) = -1 'b
        MF(0, 2) = -1 'c

        MF(1, 0) = -1 'd
        MF(1, 1) = 8 'e
        MF(1, 2) = -1 'f

        MF(2, 0) = -1 'g
        MF(2, 1) = -1 'h
        MF(2, 2) = -1 'i

        gambar = New Bitmap(Pic1.Image)
        Pic2.Image = gambar
        Dim tempbmp As New Bitmap(Pic1.Image)
        Dim DX As Integer = 1
        Dim DY As Integer = 1
        Dim Red As Integer, Green As Integer, Blue As Integer

        Dim i As Integer, j As Integer
        Dim k As Integer, l As Integer 'untuk mask border

        With gambar
            For i = DX To .Height - DX - 1
                For j = DY To .Width - DY - 1
                    'proses matriks filter
                    'point(j,i)*e --> titik tengah
                    Red = CInt(.GetPixel(j, i).R) * MF(1, 1)
                    Green = CInt(.GetPixel(j, i).G) * MF(1, 1)
                    Blue = CInt(.GetPixel(j, i).B) * MF(1, 1)
                    'proses titik tetangga
                    'point(j-1,i-1)*a--> MF(0,0)--> titik kiri atas
                    If j - 1 < 1 And i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i - 1).R) * MF(0, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i - 1).G) * MF(0, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i - 1).B) * MF(0, 0))
                    End If
                    'point(j,i-1)*b --> MF(0,1) --> titik atas
                    If i - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i - 1).R) * MF(0, 1))
                        Green = Green + (CInt(.GetPixel(j, i - 1).G) * MF(0, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i - 1).B) * MF(0, 1))
                    End If
                    'point(j+1,i-1)*c --> MF(0,2) --> titik kanan atas
                    If j + 1 > .Width - DY - 1 And i - 1 > 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(0, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i - 1).R) * MF(0, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i - 1).G) * MF(0, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i - 1).B) * MF(0, 2))
                    End If
                    'point(j-1,i)*d --> MF(1,0) --> titik kiri
                    If j - 1 < 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i).R) * MF(1, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i).G) * MF(1, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i).B) * MF(1, 0))
                    End If
                    'point(j+1,i)*f --> MF(1,2) --> titik kanan
                    If j + 1 > .Width - DY - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(1, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i).R) * MF(1, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i).G) * MF(1, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i).B) * MF(1, 2))
                    End If
                    'point(j-1,i+1)*g --> MF(2,0) --> titik kiri bawah
                    If j - 1 < 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 0))
                    Else
                        Red = Red + (CInt(.GetPixel(j - 1, i + 1).R) * MF(2, 0))
                        Green = Green + (CInt(.GetPixel(j - 1, i + 1).G) * MF(2, 0))
                        Blue = Blue + (CInt(.GetPixel(j - 1, i + 1).B) * MF(2, 0))
                    End If
                    'point(j,i+1)*g --> MF(2,1) --> titik bawah
                    If i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 1))
                    Else
                        Red = Red + (CInt(.GetPixel(j, i + 1).R) * MF(2, 1))
                        Green = Green + (CInt(.GetPixel(j, i + 1).G) * MF(2, 1))
                        Blue = Blue + (CInt(.GetPixel(j, i + 1).B) * MF(2, 1))
                    End If
                    'point(j+1,i+1)*h --> MF(2,2) --> titik kanan bawah
                    If j + 1 > .Width - DY - 1 And i + 1 > .Height - DX - 1 Then 'jika out of border ambil nilai tengah/point(x,y)
                        Red = Red + (CInt(.GetPixel(j, i).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j, i).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j, i).B) * MF(2, 2))
                    Else
                        Red = Red + (CInt(.GetPixel(j + 1, i + 1).R) * MF(2, 2))
                        Green = Green + (CInt(.GetPixel(j + 1, i + 1).G) * MF(2, 2))
                        Blue = Blue + (CInt(.GetPixel(j + 1, i + 1).B) * MF(2, 2))
                    End If
                    'normalisasi
                    If Red < 0 Then
                        Red = 0
                    Else
                        If Red > 255 Then
                            Red = 255
                        End If
                    End If
                    If Green < 0 Then
                        Green = 0
                    Else
                        If Green > 255 Then
                            Green = 255
                        End If
                    End If
                    If Blue < 0 Then
                        Blue = 0
                    Else
                        If Blue > 255 Then
                            Blue = 255
                        End If
                    End If

                    'simpan warna hasil smoothing ke point j,i
                    gambar.SetPixel(j, i, Color.FromArgb(Red, Green, Blue))
                Next
                If i Mod 10 = 0 Then
                    Pic1.Invalidate()
                    Me.Text = Int(100 * i / (Pic1.Image.Height - 2)).ToString & "%"
                    Pic1.Refresh()
                End If
            Next
        End With
        Pic1.Refresh()
        Me.Text = "Proses High Pass Image berhasil"
    End Sub

Tampilannya :


13. ROTATE 180

Listing Program :

Private Sub Rotate180ToolStripMenuItem_Click(ByVal sender As System.Object, ByVal e As System.EventArgs) Handles Rotate180ToolStripMenuItem.Click
        Dim pb, pc As Integer
        Dim vM, vH, vB As Double
        Dim gambar3 As Bitmap = New Bitmap(Pic1.Image)
        With gambar
            For pb = .Height - 1 To 0 Step -1
                For pc = .Width - 1 To 0 Step -1
                    vM = .GetPixel(pc, pb).R
                    vH = .GetPixel(pc, pb).G
                    vB = .GetPixel(pc, pb).B
                    gambar3.SetPixel(.Width - 1 - pc, .Height - 1 - pb, Color.FromArgb(vM, vH, vB))
                Next
                Pic2.Image = gambar3
                Pic2.Refresh()
            Next
        End With
    End Sub
End Class

Tampilannya :


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