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Melody-Zhou/tensorRT_Pro-Vision

This repository is forked from shouxieai/tensorRT_Pro, extending it to support a wide range of vision models with high-performance TensorRT C++ inference.

C++ ◇ bytetrack MIT
★415STARS
⑂74FORKS
!40ISSUES
🏆#11,129GLOBAL RANK
🔥5DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

tensorRT_Pro-Vision is tensorRT_Pro-Vision is an open-source project written in C++: This repository is forked from shouxieai/tensorRT_Pro, extending it to support a wide range of vision models with high-performance TensorRT C++ inference..

Repository Melody-Zhou/tensorRT_Pro-Vision ↗
Primary Category bytetrack
Language & Stack C++
Software License MIT
Community Traction ★ 415 stars · ⑂ 74 forks · #11,129 globally
Maintenance ● Active (Last commit: Oct 23, 2026) · 40 open issues
Target Audience Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads.

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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#894

MOST-STARRED C++

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

tensorRT_Pro-Vision gained 10 stars in the last 30 days, about 1 a day, and now has 415. It is about 3 years old and has averaged roughly 138 stars a year. It ranks #894 among C++ repositories and #11,129 across all languages on GitHubRepo.

Trending Record

tensorRT_Pro-Vision has maintained a continuous presence across global trending indexes, peaking at #11512. Below is the 30-day activity profile:

💡 Overview

tensorRT_Pro-Vision is an open-source project written in C++: This repository is forked from shouxieai/tensorRT_Pro, extending it to support a wide range of vision models with high-performance TensorRT C++ inference.

Engineered for speed, consistency, and developer ease, it solves common hurdles in bytetrack, clrernet, clrnet. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in C++ for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ git clone https://github.com/Melody-Zhou/tensorRT_Pro-Vision.git
cd tensorRT_Pro-Vision

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

C++20 compliant compiler (GCC 11+, Clang 13+, MSVC)

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

tensorRT_Pro-Vision coordinates its core functionality through a modular C++ pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Production System Integration

Embed tensorRT_Pro-Vision into C++ backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open MIT license.

🚀 Getting Started

1

Install tensorRT_Pro-Vision using your package manager: `git clone https://github.com/Melody-Zhou/tensorRT_Pro-Vision.git`

2

Initialize your project workspace or configuration file for tensorRT_Pro-Vision.

3

Import tensorRT_Pro-Vision into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `tensorRT_Pro-Vision --help` to verify successful setup.

👍 Strengths

Active community backing with 415 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in C++ for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with C++ and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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tensorflow/tensorflow ★ 201.3K C++

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👥 Who Should Use This

Developers and engineering teams building with C++, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

Melody-Zhou/tensorRT_Pro-Vision is currently ranked #11,129 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#11,117 akiomik/mado Rust ★ 416 Compare ↗
#11,117 ai-sdlc-framework/ai-sdlc TypeScript ★ 416 Compare ↗
#11,117 benjaminasterA/antigravity-awesome-skills Python ★ 416 Compare ↗
#11,117 rit3zh/expo-backdrop Kotlin ★ 416 Compare ↗
#11,117 TeamGDB/Yakumo C++ ★ 416 Compare ↗
#11,129 Melody-Zhou/tensorRT_Pro-Vision This Project C++ ★ 415
#11,129 bryceco/GoMap Swift ★ 415 Compare ↗
#11,129 apache/velocity-engine Java ★ 415 Compare ↗
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Frequently Asked Questions

What does tensorRT_Pro-Vision do? +

This repository is forked from shouxieai/tensorRT_Pro, extending it to support a wide range of vision models with high-performance TensorRT C++ inference.

What language is tensorRT_Pro-Vision written in? +

The primary language is C++. Topics include: bytetrack, clrernet, clrnet, depth-anything, laneatt.

Is tensorRT_Pro-Vision actively maintained? +

Yes, the last recorded push was on Oct 23, 2026 with 40 open issues being tracked.

How many stars does tensorRT_Pro-Vision have? +

tensorRT_Pro-Vision has 415 stars and 74 forks on GitHub.

How does tensorRT_Pro-Vision rank among GitHub repositories? +

With 415 stars, Melody-Zhou/tensorRT_Pro-Vision is ranked #11,129 globally across all repositories tracked on GitHubRepo and #894 among C++ projects.

What license is tensorRT_Pro-Vision distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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