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netstandard/Examples/DepthEstimation/DepthEstimation.csproj
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<Project Sdk="Microsoft.NET.Sdk"> | ||
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<PropertyGroup> | ||
<OutputType>WinExe</OutputType> | ||
<TargetFramework>net8.0-windows</TargetFramework> | ||
<Nullable>disable</Nullable> | ||
<UseWindowsForms>true</UseWindowsForms> | ||
<ImplicitUsings>enable</ImplicitUsings> | ||
<AllowUnsafeBlocks>true</AllowUnsafeBlocks> | ||
<PlatformTarget>AnyCPU</PlatformTarget> | ||
</PropertyGroup> | ||
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<ItemGroup> | ||
<PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.9.0" /> | ||
</ItemGroup> | ||
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<ItemGroup> | ||
<ProjectReference Include="..\..\DepthONNX\DepthONNX.csproj" /> | ||
</ItemGroup> | ||
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<ItemGroup> | ||
<None Update="example.png"> | ||
<CopyToOutputDirectory>Always</CopyToOutputDirectory> | ||
</None> | ||
</ItemGroup> | ||
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<ItemGroup> | ||
<RuntimeHostConfigurationOption Include="System.Runtime.Loader.UseRidGraph" Value="true" /> | ||
</ItemGroup> | ||
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</Project> |
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using DepthONNX; | ||
using UMapx.Core; | ||
using UMapx.Imaging; | ||
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namespace DepthSegmentation | ||
{ | ||
public partial class Form1 : Form | ||
{ | ||
private readonly DepthEstimator _depthSegmentator; | ||
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public Form1() | ||
{ | ||
InitializeComponent(); | ||
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BackgroundImageLayout = ImageLayout.Zoom; | ||
DragDrop += Form1_DragDrop; | ||
DragEnter += Form1_DragEnter; | ||
AllowDrop = true; | ||
Text = "DepthONNX: Depth estimation"; | ||
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_depthSegmentator = new DepthEstimator(DepthEstimatorQuality.High); | ||
var image = new Bitmap("example.png"); | ||
Process(image); | ||
} | ||
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private void Form1_DragEnter(object sender, DragEventArgs e) | ||
{ | ||
e.Effect = e.Data.GetDataPresent(DataFormats.FileDrop) ? DragDropEffects.All : DragDropEffects.None; | ||
} | ||
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private void Form1_DragDrop(object sender, DragEventArgs e) | ||
{ | ||
Cursor = Cursors.WaitCursor; | ||
var file = ((string[])e.Data.GetData(DataFormats.FileDrop, true))[0]; | ||
var image = new Bitmap(file); | ||
Process(image); | ||
Cursor = Cursors.Default; | ||
} | ||
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private void Process(Bitmap image) | ||
{ | ||
var results = _depthSegmentator.Forward( | ||
image: image, | ||
interpolationMode: InterpolationMode.Bicubic); | ||
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var mask = results.Normalized().FromGrayscale(); | ||
image?.Dispose(); | ||
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//mask.Save("output.png", System.Drawing.Imaging.ImageFormat.Png); | ||
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BackgroundImage?.Dispose(); | ||
BackgroundImage = mask; | ||
} | ||
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} | ||
} |
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<root> | ||
<xsd:schema id="root" xmlns="" xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:msdata="urn:schemas-microsoft-com:xml-msdata"> | ||
<xsd:import namespace="http://www.w3.org/XML/1998/namespace" /> | ||
<xsd:element name="root" msdata:IsDataSet="true"> | ||
<xsd:complexType> | ||
<xsd:choice maxOccurs="unbounded"> | ||
<xsd:element name="metadata"> | ||
<xsd:complexType> | ||
<xsd:sequence> | ||
<xsd:element name="value" type="xsd:string" minOccurs="0" /> | ||
</xsd:sequence> | ||
<xsd:attribute name="name" use="required" type="xsd:string" /> | ||
<xsd:attribute name="type" type="xsd:string" /> | ||
<xsd:attribute name="mimetype" type="xsd:string" /> | ||
<xsd:attribute ref="xml:space" /> | ||
</xsd:complexType> | ||
</xsd:element> | ||
<xsd:element name="assembly"> | ||
<xsd:complexType> | ||
<xsd:attribute name="alias" type="xsd:string" /> | ||
<xsd:attribute name="name" type="xsd:string" /> | ||
</xsd:complexType> | ||
</xsd:element> | ||
<xsd:element name="data"> | ||
<xsd:complexType> | ||
<xsd:sequence> | ||
<xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" /> | ||
<xsd:element name="comment" type="xsd:string" minOccurs="0" msdata:Ordinal="2" /> | ||
</xsd:sequence> | ||
<xsd:attribute name="name" type="xsd:string" use="required" msdata:Ordinal="1" /> | ||
<xsd:attribute name="type" type="xsd:string" msdata:Ordinal="3" /> | ||
<xsd:attribute name="mimetype" type="xsd:string" msdata:Ordinal="4" /> | ||
<xsd:attribute ref="xml:space" /> | ||
</xsd:complexType> | ||
</xsd:element> | ||
<xsd:element name="resheader"> | ||
<xsd:complexType> | ||
<xsd:sequence> | ||
<xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" /> | ||
</xsd:sequence> | ||
<xsd:attribute name="name" type="xsd:string" use="required" /> | ||
</xsd:complexType> | ||
</xsd:element> | ||
</xsd:choice> | ||
</xsd:complexType> | ||
</xsd:element> | ||
</xsd:schema> | ||
<resheader name="resmimetype"> | ||
<value>text/microsoft-resx</value> | ||
</resheader> | ||
<resheader name="version"> | ||
<value>2.0</value> | ||
</resheader> | ||
<resheader name="reader"> | ||
<value>System.Resources.ResXResourceReader, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value> | ||
</resheader> | ||
<resheader name="writer"> | ||
<value>System.Resources.ResXResourceWriter, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value> | ||
</resheader> | ||
</root> |
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using DepthSegmentation; | ||
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namespace DepthEstimation | ||
{ | ||
internal static class Program | ||
{ | ||
/// <summary> | ||
/// The main entry point for the application. | ||
/// </summary> | ||
[STAThread] | ||
static void Main() | ||
{ | ||
// To customize application configuration such as set high DPI settings or default font, | ||
// see https://aka.ms/applicationconfiguration. | ||
ApplicationConfiguration.Initialize(); | ||
Application.Run(new Form1()); | ||
} | ||
} | ||
} |
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Microsoft Visual Studio Solution File, Format Version 12.00 | ||
# Visual Studio Version 17 | ||
VisualStudioVersion = 17.4.33205.214 | ||
MinimumVisualStudioVersion = 10.0.40219.1 | ||
Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Examples", "Examples", "{78C89484-425E-4487-916C-6600BCA7DB8A}" | ||
EndProject | ||
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "DepthONNX", "..\DepthONNX\DepthONNX.csproj", "{F8DB7D70-A6D2-4D78-A4EB-7346588B64CD}" | ||
EndProject | ||
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "DepthEstimation", "DepthEstimation\DepthEstimation.csproj", "{9CD316D8-1A96-4A66-8F46-EF927ECA9F4D}" | ||
EndProject | ||
Global | ||
GlobalSection(SolutionConfigurationPlatforms) = preSolution | ||
Debug|Any CPU = Debug|Any CPU | ||
Release|Any CPU = Release|Any CPU | ||
EndGlobalSection | ||
GlobalSection(ProjectConfigurationPlatforms) = postSolution | ||
{F8DB7D70-A6D2-4D78-A4EB-7346588B64CD}.Debug|Any CPU.ActiveCfg = Debug|Any CPU | ||
{F8DB7D70-A6D2-4D78-A4EB-7346588B64CD}.Debug|Any CPU.Build.0 = Debug|Any CPU | ||
{F8DB7D70-A6D2-4D78-A4EB-7346588B64CD}.Release|Any CPU.ActiveCfg = Release|Any CPU | ||
{F8DB7D70-A6D2-4D78-A4EB-7346588B64CD}.Release|Any CPU.Build.0 = Release|Any CPU | ||
{9CD316D8-1A96-4A66-8F46-EF927ECA9F4D}.Debug|Any CPU.ActiveCfg = Debug|Any CPU | ||
{9CD316D8-1A96-4A66-8F46-EF927ECA9F4D}.Debug|Any CPU.Build.0 = Debug|Any CPU | ||
{9CD316D8-1A96-4A66-8F46-EF927ECA9F4D}.Release|Any CPU.ActiveCfg = Release|Any CPU | ||
{9CD316D8-1A96-4A66-8F46-EF927ECA9F4D}.Release|Any CPU.Build.0 = Release|Any CPU | ||
EndGlobalSection | ||
GlobalSection(SolutionProperties) = preSolution | ||
HideSolutionNode = FALSE | ||
EndGlobalSection | ||
GlobalSection(NestedProjects) = preSolution | ||
{9CD316D8-1A96-4A66-8F46-EF927ECA9F4D} = {78C89484-425E-4487-916C-6600BCA7DB8A} | ||
EndGlobalSection | ||
GlobalSection(ExtensibilityGlobals) = postSolution | ||
SolutionGuid = {049EC67F-030B-4133-A200-36D943F0FAC6} | ||
EndGlobalSection | ||
EndGlobal |
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<p align="center"><img width="25%" src="../../docs/depthonnx_logo.png" /></p> | ||
<p align="center"> Monocular depth estimation library based on deep neural networks and <b>ONNX</b> runtime </p> | ||
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# Depth estimation | ||
Build and run [DepthEstimation.csproj](DepthEstimation) to produce results. | ||
<p align="center"><img width="50%" src="DepthEstimation/example.png" /><img width="50%" src="DepthEstimation/output.png" /></p> | ||
<p align="center"><b>Figure 1.</b> Results for <i>example.png</i></p> | ||
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