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TensorRT-Vision

A TensorRT Toolbox for Optimized Vision Model Inference

python cuda trt

πŸ“‹ Overview

TensorRT-Vision provides optimized inference for computer vision models using NVIDIA TensorRT. It supports:

  • Object Detection
  • Object Segmentation
  • Object Classification
  • Object Re-Identification
  • Multi Object Tracking

βš™οΈ Requirements

  1. CUDA 12.6
  2. TensorRT 10.7.0
  3. Python 3.12.3

Follow installation instructions here

πŸ› οΈ Build & Install

# Build all apps (default)
meson setup build
meson compile -C build

# Or explicitly specify apps to build
meson setup build -Dbuild_apps=detector,mot
meson compile -C build

# Make sure trtexec is installed for model export
alias trtexec='/usr/src/tensorrt/bin/trtexec'

πŸš€ Quick Start

Each app has its own README with detailed instructions:

πŸ™ Credits

This project builds upon foundations from: