LocalAI.Segmenter
0.7.2
dotnet add package LocalAI.Segmenter --version 0.7.2
NuGet\Install-Package LocalAI.Segmenter -Version 0.7.2
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.
<PackageReference Include="LocalAI.Segmenter" Version="0.7.2" />
For projects that support PackageReference, copy this XML node into the project file to reference the package.
<PackageVersion Include="LocalAI.Segmenter" Version="0.7.2" />
<PackageReference Include="LocalAI.Segmenter" />
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package.
paket add LocalAI.Segmenter --version 0.7.2
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
#r "nuget: LocalAI.Segmenter, 0.7.2"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.
#:package LocalAI.Segmenter@0.7.2
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package.
#addin nuget:?package=LocalAI.Segmenter&version=0.7.2
#tool nuget:?package=LocalAI.Segmenter&version=0.7.2
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
LocalAI.Segmenter
Local image segmentation for .NET with automatic model downloading.
Features
- Zero-config: Models download automatically from HuggingFace
- GPU Acceleration: CUDA, DirectML (Windows), CoreML (macOS)
- MIT Licensed: SegFormer models for commercial use
- 150 ADE20K Classes: Indoor/outdoor scene understanding
Quick Start
using LocalAI.Segmenter;
// Load the default model
await using var segmenter = await LocalSegmenter.LoadAsync("default");
// Segment image
var result = await segmenter.SegmentAsync("photo.jpg");
Console.WriteLine($"Image: {result.Width}x{result.Height}");
Console.WriteLine($"Classes found: {result.UniqueClassCount}");
// Get class at pixel
int classId = result.GetClassAt(100, 100);
Console.WriteLine($"Class at (100,100): {segmenter.ClassLabels[classId]}");
Available Models
| Alias | Model | Size | mIoU | Description |
|---|---|---|---|---|
default |
SegFormer-B0 | ~15MB | 38.0 | Lightweight, fast |
fast |
SegFormer-B1 | ~55MB | 42.2 | Balanced |
quality |
SegFormer-B2 | ~110MB | 46.5 | Higher accuracy |
large |
SegFormer-B5 | ~340MB | 51.0 | Highest accuracy |
interactive |
MobileSAM | ~40MB | - | Point/box prompts |
GPU Acceleration
# NVIDIA GPU
dotnet add package Microsoft.ML.OnnxRuntime.Gpu
# Windows (AMD/Intel/NVIDIA)
dotnet add package Microsoft.ML.OnnxRuntime.DirectML
| Product | Versions Compatible and additional computed target framework versions. |
|---|---|
| .NET | net10.0 is compatible. net10.0-android was computed. net10.0-browser was computed. net10.0-ios was computed. net10.0-maccatalyst was computed. net10.0-macos was computed. net10.0-tvos was computed. net10.0-windows was computed. |
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.
-
net10.0
- LocalAI.Core (>= 0.7.2)
- LocalAI.Vision.Core (>= 0.7.2)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories
This package is not used by any popular GitHub repositories.