LMSupply.Segmenter 0.125.0

.NET 10.0 This package targets .NET 10.0. The package is compatible with this framework or higher. 
dotnet add package LMSupply.Segmenter --version 0.125.0
                    


                    

                
NuGet\Install-Package LMSupply.Segmenter -Version 0.125.0
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="LMSupply.Segmenter" Version="0.125.0" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="LMSupply.Segmenter" Version="0.125.0" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="LMSupply.Segmenter" />
                    


                            Project file
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 LMSupply.Segmenter --version 0.125.0
                    


                    

                
#r "nuget: LMSupply.Segmenter, 0.125.0"
#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 LMSupply.Segmenter@0.125.0
#: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=LMSupply.Segmenter&version=0.125.0
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=LMSupply.Segmenter&version=0.125.0
                    


                            Install as a Cake Tool

LMSupply.Segmenter

Local image segmentation for .NET with automatic model downloading.

Features

  • Zero-config: Models download automatically from HuggingFace
  • GPU Acceleration: CUDA (NVIDIA), CoreML (macOS)
  • MIT Licensed: SegFormer models for commercial use
  • 150 ADE20K Classes: Indoor/outdoor scene understanding

Quick Start

using LMSupply.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 ~45MB - Point/box prompts — LocalSegmenter.LoadInteractiveAsync()

GPU Acceleration

Do not add ONNX Runtime packages (Microsoft.ML.OnnxRuntime*): LMSupply provisions the runtime itself, and a second copy conflicts with it. ExecutionProvider.Auto uses CUDA when the driver supports CUDA 13 and the CUDA 13 runtime and cuDNN 9 are installed on the machine (ONNX Runtime 1.30 is built for CUDA 13), CoreML on macOS, and the CPU otherwise. On Windows with an AMD or Intel GPU, ONNX sessions run on the CPU (DirectML was removed in 0.67.0). See GPU acceleration.

Product 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.

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last Updated
0.125.0 0 10/17/2026
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https://github.com/iyulab/lm-supply/releases/tag/v0.125.0