net10.0
A lightweight, zero-configuration object detector for .NET. Supports RT-DETR models with automatic download, GPU acceleration, and HuggingFace caching. NMS-free architecture for fast inference.
Published
Feb 26, 2026
7mo ago
Total Downloads
18.1K
18,108
Install
dotnet add package LMSupply.Detector --version 0.13.5
| Product | Versions |
|---|---|
| .NET |
README
LMSupply.Detector
Local object detection for .NET with automatic model downloading.
Features
- Zero-config: Models download automatically from HuggingFace
- GPU Acceleration: CUDA, DirectML (Windows), CoreML (macOS)
- Apache-2.0 Licensed: RT-DETR models for commercial use
- 80 COCO Classes: People, vehicles, animals, objects
Quick Start
using LMSupply.Detector;
// Load the default model
await using var detector = await LocalDetector.LoadAsync("default");
// Detect objects
var results = await detector.DetectAsync("photo.jpg");
foreach (var detection in results)
{
Console.WriteLine($"{detection.Label}: {detection.Confidence:P1}");
Console.WriteLine($" Box: [{detection.Box.X1:F0}, {detection.Box.Y1:F0}]");
}
Available Models
| Alias | Model | Size | mAP | Description |
|---|---|---|---|---|
default |
RT-DETR R18 | ~80MB | 46.5 | Best balance |
fast |
EfficientDet-D0 | ~15MB | 33.8 | Fastest inference |
quality |
RT-DETR R50 | ~170MB | 53.1 | Higher accuracy |
large |
RT-DETR R101 | ~300MB | 54.3 | Highest accuracy |
GPU Acceleration
# NVIDIA GPU
dotnet add package Microsoft.ML.OnnxRuntime.Gpu
# Windows (AMD/Intel/NVIDIA)
dotnet add package Microsoft.ML.OnnxRuntime.DirectML
Changes from Previous Version
No structural changes between v0.13.4 and v0.13.5.
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