Hesham/FaceRcognizer
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Merge branch 'Easy-train'

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This commit is contained in:
HeshamTB 2018-09-21 15:25:38 +03:00
commit a22ef3dcd8
5 changed files with 204 additions and 59 deletions
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6
FaceRecognizer.sln
View File

@ -8,13 +8,19 @@ EndProject
Global
GlobalSection(SolutionConfigurationPlatforms) = preSolution
Debug|Any CPU = Debug|Any CPU
Debug|x64 = Debug|x64
Release|Any CPU = Release|Any CPU
Release|x64 = Release|x64
EndGlobalSection
GlobalSection(ProjectConfigurationPlatforms) = postSolution
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Debug|Any CPU.Build.0 = Debug|Any CPU
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Debug|x64.ActiveCfg = Debug|x64
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Debug|x64.Build.0 = Debug|x64
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Release|Any CPU.ActiveCfg = Release|Any CPU
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Release|Any CPU.Build.0 = Release|Any CPU
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Release|x64.ActiveCfg = Release|x64
{AFE13E01-F592-4F23-B76C-1D2D33D475FD}.Release|x64.Build.0 = Release|x64
EndGlobalSection
GlobalSection(SolutionProperties) = preSolution
HideSolutionNode = FALSE

20
FaceRecognizer/FaceRecognizer.csproj
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@ -34,6 +34,26 @@
<ErrorReport>prompt</ErrorReport>
<WarningLevel>4</WarningLevel>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Debug|x64'">
<DebugSymbols>true</DebugSymbols>
<OutputPath>bin\x64\Debug\</OutputPath>
<DefineConstants>DEBUG;TRACE</DefineConstants>
<DebugType>full</DebugType>
<PlatformTarget>x64</PlatformTarget>
<ErrorReport>prompt</ErrorReport>
<CodeAnalysisRuleSet>MinimumRecommendedRules.ruleset</CodeAnalysisRuleSet>
<Prefer32Bit>true</Prefer32Bit>
</PropertyGroup>
<PropertyGroup Condition="'$(Configuration)|$(Platform)' == 'Release|x64'">
<OutputPath>bin\x64\Release\</OutputPath>
<DefineConstants>TRACE</DefineConstants>
<Optimize>true</Optimize>
<DebugType>pdbonly</DebugType>
<PlatformTarget>x64</PlatformTarget>
<ErrorReport>prompt</ErrorReport>
<CodeAnalysisRuleSet>MinimumRecommendedRules.ruleset</CodeAnalysisRuleSet>
<Prefer32Bit>true</Prefer32Bit>
</PropertyGroup>
<ItemGroup>
<Reference Include="Emgu.CV.UI, Version=3.4.1.2976, Culture=neutral, processorArchitecture=MSIL">
<HintPath>..\packages\EMGU.CV.3.4.1.2976\lib\net35\Emgu.CV.UI.dll</HintPath>

60
FaceRecognizer/MainForm.Designer.cs generated
View File

@ -31,6 +31,11 @@
this.console = new System.Windows.Forms.RichTextBox();
this.pictureBox1 = new System.Windows.Forms.PictureBox();
this.pictureBox2 = new System.Windows.Forms.PictureBox();
this.TrainBtn = new System.Windows.Forms.Button();
this.nameTxtBx = new System.Windows.Forms.TextBox();
this.RecconizeBtn = new System.Windows.Forms.Button();
this.trainBackWorker = new System.ComponentModel.BackgroundWorker();
this.recognizeBackWorker = new System.ComponentModel.BackgroundWorker();
((System.ComponentModel.ISupportInitialize)(this.pictureBox1)).BeginInit();
((System.ComponentModel.ISupportInitialize)(this.pictureBox2)).BeginInit();
this.SuspendLayout();
@ -46,37 +51,83 @@
this.console.Size = new System.Drawing.Size(776, 120);
this.console.TabIndex = 0;
this.console.Text = "";
this.console.ZoomFactor = 2F;
this.console.TextChanged += new System.EventHandler(this.console_TextChanged);
//
// pictureBox1
//
this.pictureBox1.BorderStyle = System.Windows.Forms.BorderStyle.FixedSingle;
this.pictureBox1.Location = new System.Drawing.Point(464, 12);
this.pictureBox1.Name = "pictureBox1";
this.pictureBox1.Size = new System.Drawing.Size(324, 300);
this.pictureBox1.SizeMode = System.Windows.Forms.PictureBoxSizeMode.AutoSize;
this.pictureBox1.TabIndex = 1;
this.pictureBox1.TabStop = false;
//
// pictureBox2
//
this.pictureBox2.BorderStyle = System.Windows.Forms.BorderStyle.FixedSingle;
this.pictureBox2.Location = new System.Drawing.Point(12, 12);
this.pictureBox2.Name = "pictureBox2";
this.pictureBox2.Size = new System.Drawing.Size(324, 300);
this.pictureBox2.TabIndex = 1;
this.pictureBox2.TabStop = false;
//
// Form1
// TrainBtn
//
this.TrainBtn.Location = new System.Drawing.Point(363, 249);
this.TrainBtn.Name = "TrainBtn";
this.TrainBtn.Size = new System.Drawing.Size(75, 23);
this.TrainBtn.TabIndex = 2;
this.TrainBtn.Text = "Train";
this.TrainBtn.UseVisualStyleBackColor = true;
this.TrainBtn.Click += new System.EventHandler(this.TrainBtn_Click);
//
// nameTxtBx
//
this.nameTxtBx.Location = new System.Drawing.Point(348, 167);
this.nameTxtBx.Name = "nameTxtBx";
this.nameTxtBx.Size = new System.Drawing.Size(100, 20);
this.nameTxtBx.TabIndex = 3;
//
// RecconizeBtn
//
this.RecconizeBtn.Location = new System.Drawing.Point(363, 209);
this.RecconizeBtn.Name = "RecconizeBtn";
this.RecconizeBtn.Size = new System.Drawing.Size(75, 23);
this.RecconizeBtn.TabIndex = 4;
this.RecconizeBtn.Text = "Recognize";
this.RecconizeBtn.UseVisualStyleBackColor = true;
this.RecconizeBtn.Click += new System.EventHandler(this.RecconizeBtn_Click);
//
// trainBackWorker
//
this.trainBackWorker.WorkerReportsProgress = true;
this.trainBackWorker.DoWork += new System.ComponentModel.DoWorkEventHandler(this.trainBackWorker_DoWork);
this.trainBackWorker.RunWorkerCompleted += new System.ComponentModel.RunWorkerCompletedEventHandler(this.trainBackWorker_RunWorkerCompleted);
//
// recognizeBackWorker
//
this.recognizeBackWorker.DoWork += new System.ComponentModel.DoWorkEventHandler(this.recognizeBackWorker_DoWork);
this.recognizeBackWorker.RunWorkerCompleted += new System.ComponentModel.RunWorkerCompletedEventHandler(this.recognizeBackWorker_RunWorkerCompleted);
//
// MainForm
//
this.AutoScaleDimensions = new System.Drawing.SizeF(6F, 13F);
this.AutoScaleMode = System.Windows.Forms.AutoScaleMode.Font;
this.ClientSize = new System.Drawing.Size(800, 450);
this.Controls.Add(this.RecconizeBtn);
this.Controls.Add(this.nameTxtBx);
this.Controls.Add(this.TrainBtn);
this.Controls.Add(this.pictureBox2);
this.Controls.Add(this.pictureBox1);
this.Controls.Add(this.console);
this.Name = "Form1";
this.Name = "MainForm";
this.Text = "Form1";
((System.ComponentModel.ISupportInitialize)(this.pictureBox1)).EndInit();
((System.ComponentModel.ISupportInitialize)(this.pictureBox2)).EndInit();
this.ResumeLayout(false);
this.PerformLayout();
}
@ -85,6 +136,11 @@
private System.Windows.Forms.RichTextBox console;
private System.Windows.Forms.PictureBox pictureBox1;
private System.Windows.Forms.PictureBox pictureBox2;
private System.Windows.Forms.Button TrainBtn;
private System.Windows.Forms.TextBox nameTxtBx;
private System.Windows.Forms.Button RecconizeBtn;
private System.ComponentModel.BackgroundWorker trainBackWorker;
private System.ComponentModel.BackgroundWorker recognizeBackWorker;
}
}

169
FaceRecognizer/MainForm.cs
View File

@ -26,85 +26,142 @@ namespace FaceRecognizer
List<Image<Gray, byte>> imageList = new List<Image<Gray, byte>>();
List<string> imageLabels = new List<string>();
List<int> imageIndicies = new List<int>();
List<int> predictions = new List<int>();
Rectangle[] detectedFaces;
string trainImagesFolder = Application.StartupPath + "\\Train";
string reconizeImagesFolder = Application.StartupPath + "\\photo";
public MainForm()
{
InitializeComponent();
console.AppendText("Main OK!");
}
void train(string personName)
{
faceCascade = new CascadeClassifier("haarcascade_frontalface_alt_tree.xml");
reconizer = new LBPHFaceRecognizer();
int j = 0;
foreach (var file in Directory.GetFiles(trainImagesFolder))
{
if (file.EndsWith("jpg"))
{
temp = new Image<Gray, byte>(file);
temp._EqualizeHist();
var detected_faces = faceCascade.DetectMultiScale(temp, 1.1, 2, new Size(24, 24), Size.Empty);
if (detected_faces.Length == 0) { continue; }
temp.ROI = detected_faces[0];
temp = temp.Copy();
temp = temp.Resize(24, 24, Inter.Cubic);
imageList.Add(temp);
imageLabels.Add(Path.GetFileNameWithoutExtension(file));
}
j++;
}
for (int i = 0; i < imageList.Count; i++)
{
imageIndicies.Add(i);
}
try
{
reconizer = new LBPHFaceRecognizer(1, 8, 8, 9, 65);
faceCascade = new CascadeClassifier("faceCascade.xml");
console.AppendText("created regocnizer\n" +
"loading cascade\n" +
"loading images");
reconizer.Read("ss");
reconizer.Train(imageList.ToArray(), imageIndicies.ToArray());
reconizer.Write(personName);
//console.AppendText("Training done!\nFile Name: " + personName);
reconizer.Dispose();
imageList.Clear();
faceCascade.Dispose();
temp.Dispose();
}
catch (Exception e) { } //console.AppendText("Error: " + e.Message); }
}
void recognize(string personName)
{
int i = 0;
try
{
//reconizer = new LBPHFaceRecognizer(1, 8, 8, 9, 65);
reconizer = new LBPHFaceRecognizer();
faceCascade = new CascadeClassifier("haarcascade_frontalface_alt_tree.xml");
predictions.Clear();
//reconizer = new LBPHFaceRecognizer();
reconizer.Read(personName);
foreach (var file in Directory.GetFiles(Application.StartupPath))
foreach (var file in Directory.GetFiles(reconizeImagesFolder))
{
if (file.EndsWith("jpg"))
{
Image<Gray, byte> temp2 = new Image<Gray, byte>(file);
pictureBox1.Image = temp2.ToBitmap();
var result = reconizer.Predict(temp2);
console.AppendText(">>result:" + result.Label.ToString());
temp = new Image<Gray, byte>(file);
temp._EqualizeHist();
var faces = faceCascade.DetectMultiScale(temp, 1.1, 2, new Size(24, 24), Size.Empty);
if (faces.Length == 0) { continue; }
temp.ROI = faces[0];
temp = temp.Copy();
temp.Resize(24, 24, Inter.Cubic);
temp.ToBitmap().Save(reconizeImagesFolder + "\\" + i + ".jpg");
var result = reconizer.Predict(temp);
predictions.Add(result.Label);
}
i++;
}
}
catch (Exception e)
{
console.AppendText("Error: " + e.Message);
reconizer.Dispose();
imageList.Clear();
faceCascade.Dispose();
temp.Dispose();
}
catch (Exception e){ throw e; }
}
//try
//{
// foreach (var file in Directory.GetFiles(Application.StartupPath))
// {
// if (file.EndsWith("jpg"))
// {
// console.AppendText("found: " + Path.GetFileNameWithoutExtension(file));
// temp = new Image<Gray, byte>(file);
// console.AppendText("loaded: " + Path.GetFileNameWithoutExtension(file));
// temp._EqualizeHist();
// //var detected_faces = faceCascade.DetectMultiScale(temp
// // , 1.1
// // , 20
// // , new Size(24, 24)
// // , Size.Empty);
// //if (detected_faces.Length == 0) { console.AppendText("lenght zero"); continue; }
// //temp.ROI = detected_faces[0];
// temp = temp.Copy();
// temp = temp.Resize(100, 100, Inter.Cubic);
// imageList.Add(temp);
// imageLabels.Add(Path.GetFileNameWithoutExtension(file));
// }
// }
// for (int i = 0; i < imageList.Count; i++)
// {
// imageIndicies.Add(i);
// }
// try { reconizer.Train(imageList.ToArray(), imageIndicies.ToArray()); }
// catch (Exception e) { console.AppendText("Error: " + e.Message); }
// reconizer.Write("faceRecognizer");
//}
//catch (Exception e)
//{
// console.AppendText("Error: " + e.Message);
//}
private void TrainBtn_Click(object sender, EventArgs e)
{
trainBackWorker.RunWorkerAsync();
console.AppendText("Training started for " + nameTxtBx.Text);
}
private void RecconizeBtn_Click(object sender, EventArgs e)
{
recognizeBackWorker.RunWorkerAsync();
console.AppendText("Started recognition");
}
private void console_TextChanged(object sender, EventArgs e)
{
console.AppendText("\n");
console.SelectionStart = console.Text.Length;
console.ScrollToCaret();
}
private void trainBackWorker_DoWork(object sender, DoWorkEventArgs e)
{
train(nameTxtBx.Text);
}
private void trainBackWorker_RunWorkerCompleted(object sender, RunWorkerCompletedEventArgs e)
{
console.AppendText("Finished training: " + nameTxtBx.Text);
}
private void recognizeBackWorker_DoWork(object sender, DoWorkEventArgs e)
{
recognize(nameTxtBx.Text);
}
private void recognizeBackWorker_RunWorkerCompleted(object sender, RunWorkerCompletedEventArgs e)
{
console.AppendText("Recognition finished\nResults:");
printResults();
}
void printResults()
{
foreach(var number in predictions)
{
console.AppendText(number.ToString());
}
}
}
}

6
FaceRecognizer/MainForm.resx
View File

@ -117,4 +117,10 @@
<resheader name="writer">
<value>System.Resources.ResXResourceWriter, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value>
</resheader>
<metadata name="trainBackWorker.TrayLocation" type="System.Drawing.Point, System.Drawing, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a">
<value>17, 17</value>
</metadata>
<metadata name="recognizeBackWorker.TrayLocation" type="System.Drawing.Point, System.Drawing, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a">
<value>158, 17</value>
</metadata>
</root>