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# Technical Specification (Terms of Reference) ## Project Overview I have a facial recognition system that is fully functional on Windows. I need to migrate this project to an **NVIDIA Jetson Orin NX (8GB RAM, 256GB SSD)** and ensure that it operates reliably and efficiently. I have no prior experience with the Jetson platform, so I am looking for a specialist who can remotely configure the device, install and optimize all required software, and successfully migrate my existing project. The work will be performed remotely using **AnyDesk, RustDesk, TeamViewer, or another suitable remote access application**. --- # Current Project The project is currently working on Windows. Main technologies used: * Python * OpenCV * InsightFace * FAISS * TensorRT (if necessary) * USB Camera * Serial communication with ESP32 * Web interface displayed in a browser The system detects faces from a camera, compares them with a local database, recognizes the person, and displays the corresponding information. The initial database will contain approximately **150 registered people**, with the possibility of expanding it in the future. --- # Scope of Work The freelancer is expected to complete the following tasks: ## 1. Prepare the Jetson Platform * Install the appropriate operating system for Jetson. * Configure all required drivers. * Properly install CUDA, cuDNN, TensorRT, and other necessary NVIDIA components. * Configure the Python environment. --- ## 2. Install All Required Dependencies Install and configure all libraries required by the project, including but not limited to: * OpenCV * InsightFace * ONNX Runtime (if required) * FAISS * TensorRT * NumPy * SciPy * PySerial * Any other dependencies required by the project. --- ## 3. Migrate the Existing Project Migrate my existing project to Jetson while preserving the current architecture and logic as much as possible. If modifications are required specifically for Jetson compatibility or performance, they should be clearly explained. --- ## 4. Performance Optimization The system should be optimized to ensure: * Stable long-term operation. * No freezing or crashes during continuous execution. * Efficient CPU and GPU utilization. * Minimal memory consumption. * Fast and reliable facial recognition performance. --- ## 5. Facial Recognition The system must reliably recognize approximately **150 registered people**. The architecture should also be scalable so that a larger database can be supported in the future without requiring major redesign. --- ## 6. Web Interface The Jetson device will be connected to a touchscreen display. The application also provides a browser-based user interface. Facial recognition and the web interface must operate simultaneously without affecting each other's performance or stability. --- ## 7. Documentation Upon completion, comprehensive documentation must be provided, including: * Operating system installation guide. * Dependency installation guide. * Python environment setup instructions. * Project deployment and startup guide. * Complete reinstallation procedure. * List of all commands executed during installation. The documentation should be simple, well-organized, and easy to follow. --- # Expectations My objective is not only to make the project work on Jetson but also to ensure that I can continue developing and maintaining it independently. Therefore: * The code should remain clean, readable, and well-structured. * Unnecessary architectural changes should be avoided. * Any modifications should be documented and explained. * The final solution should be easy to understand and maintain. --- # Acceptance Criteria The project will be considered complete when: * The operating system is properly installed on the Jetson device. * All required libraries are installed and functioning correctly. * The existing application runs successfully on Jetson. * The camera operates reliably. * Facial detection and recognition work correctly. * The system remains stable during long-term operation. * The browser-based interface functions without issues. * Complete installation and configuration documentation is provided. --- # Additional Information If the current architecture is not optimal for the Jetson platform, I welcome recommendations for a better approach. The goal is not only to migrate the project but also to create a stable, efficient, and maintainable system that can be expanded in the future.
Project ID: 40554701
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53 freelancers are bidding on average $101 USD for this job

Hello Sir/MAM I am a skilled full stack developer. Having rich experience in Java , C++ , C , C# , Python , Eclipse , Sql , Mysql , .Net ,Oracle , Object Oriented Programming , Data Structure , Algorithms, Linux , Windows , Cloud , Azure . I have a perfect grip on “Artificial Intelligence” “Automation” , and work in “Machine Learning” Deep Learning ”. My track record as demonstrated in my 100% job completion and 5-star review rating showcases My ability to deliver exceptional results on time and with utmost quality I believe that my skill set makes me the ideal candidate for this project Please come on chat we will discuss more about this I will be waiting for your reply . Thanks and Best Regards
$350 USD in 2 days
5.4
5.4

Hello, I am expert in working with jetson and cuda programing . I have over 9 years of experience working on AI projects and have successfully contributed to multiple projects in this field. I also hold a Master's degree in Artificial Intelligence. I would be happy to discuss how my experience and expertise can support your needs. Please feel free to contact me to discuss further. Have a nice day.
$80 USD in 7 days
5.1
5.1

The InsightFace + FAISS combo on Jetson Orin NX is solid for 150-person recognition, but the migration from Windows needs proper CUDA/TensorRT setup and model conversion to run smooth on ARM. I'd install JetPack with the right CUDA/cuDNN versions, port your Python stack (OpenCV, InsightFace, FAISS), convert models to TensorRT for GPU acceleration, test USB camera + ESP32 serial comms, and get the web interface running. I've done similar embedded AI work and server setups at ffulbtech.com. To get started I'd need SSH access to the Jetson and your Windows project files so I can assess dependencies and confirm the migration path. Available to jump on this remotely whenever works for you.
$83 USD in 5 days
4.8
4.8

Hello Dear! Greetings from Toriqul Global Solutions! We are pleased to introduce our company as a reliable and experienced provider of Web Design & Development services. Founded and led by Engineer Toriqul Islam, a B.Sc. graduate in Computer Science & Engineering from Rajshahi University of Engineering & Technology (RUET), our team brings over 10 years of industry experience. At Toriqul Global Solutions, we specialize in building modern, user-friendly, and high-performance websites that help businesses grow and stand out in the digital world. Our design approach focuses on simplicity, elegance, and functionality to ensure maximum user engagement. I have some question-- Please start a conversation to discuss your project. Technologies We Use: Custom Websites Development Using ======>Full Stack Development. 1. HTML5 2. CSS3 3. Bootstrap4 4. jQuery 5. JavaScript 6. Angular JS 7. React JS 8. Node JS 9. WordPress 10. PHP 11. Ruby on Rails 12. MYSQL 13. Laravel 14. .Net 15. CodeIgniter 16. React Native 17. SQL / MySQL 18. Mobile app development 19. Python 20. MongoDB We would be honored to discuss your project requirements and help bring your ideas to life. Thank you for your time and consideration. Warm Regards, Toriqul Global Solutions
$90 USD in 2 days
4.8
4.8

❤️ Hello, I have experience with Python, OpenCV, NVIDIA Jetson platforms, CUDA, TensorRT, and deploying AI/computer vision applications on edge devices. I can help migrate your existing Windows-based facial recognition system to the Jetson Orin NX while preserving the current architecture and optimizing it for reliable GPU-accelerated performance. My approach includes configuring the Jetson environment, installing all required dependencies, migrating and optimizing the application, validating camera and serial communication, ensuring long-term stability, and providing clear documentation so you can maintain and extend the system independently. I look forward to discussing your project and helping you achieve a stable, production-ready deployment. Thanks, Eduard
$90 USD in 7 days
4.6
4.6

As a seasoned technology expert with a broad skill set, I encompass not only expertise in Python but also versatile proficiency in other programming languages that will prove indispensable for your project. I possess the knowhow to flawlessly migrate your facial recognition system from Windows to the NVIDIA Jetson Orin NX—perfectly configuring the device and optimizing software for efficient and reliable performance. My understanding of multiple technologies including OpenCV, InsightFace, TensorRT, FAISS, and more coupled with my hands-on experience with CUDA and cuDNN will ensure everything runs smoothly on the Jetson platform. Moreover, performance optimization is a forte of mine—I understand the importance of stable operation and preventing crashes to continuously assure reliable results. My capability in optimizing both CPU and GPU utilization while minimizing memory consumption means that I can truly maximize onboard processing power without compromising functionality.
$100 USD in 3 days
4.2
4.2

Hi, This project fits my experience very well. I have worked extensively with NVIDIA Jetson platforms, including Jetson Orin, deploying AI applications using Python, OpenCV, TensorRT, CUDA, FAISS, and edge AI optimization. My focus is always on keeping the existing architecture intact while optimizing it for reliable, long-term deployment. I'll migrate your Windows application to the Jetson Orin NX, configure the complete software stack (JetPack, CUDA, cuDNN, TensorRT, Python environment, and all dependencies), optimize GPU inference, and ensure stable operation of the USB camera, ESP32 serial communication, FAISS database, and browser interface running simultaneously. Performance, stability, and maintainability are priorities. Any Jetson-specific changes will be documented clearly, and I'll provide complete installation, deployment, and recovery documentation so you can easily reinstall or continue development independently. I've deployed AI and computer vision solutions on Jetson devices and understand the common compatibility and performance challenges involved. I'll make sure the system is scalable as your face database grows while keeping resource usage efficient. I'd be happy to help turn your existing project into a stable production-ready Jetson deployment. Best regards, Zahid Hassan
$90 USD in 7 days
4.2
4.2

Hello, I hope you are doing well. I have carefully checked your requirements and understand that you need to migrate a facial recognition system from Windows to an NVIDIA Jetson Orin NX. The system detects faces, compares them with a local database, and displays corresponding information. As an experienced freelancer, I have worked on similar AI projects and can handle this migration with a reliable and production-focused approach. I can deliver: Facial recognition system on NVIDIA Jetson Orin NX using Python, OpenCV, InsightFace, and TensorRT Optimized performance with efficient CPU and GPU utilization for stable operation Scalable architecture for recognizing 150+ registered individuals with potential for database expansion Seamless integration of web interface for user interaction I can start immediately and work within your timeline. Let's discuss the details via chat. Best regards, Hoang Van Phi
$80 USD in 2 days
3.0
3.0

Hi I am an embedded systems engineer with over 16 years of experience. I have extensive experience moving Python/OpenCV vision systems from Windows to NVIDIA Jetson platforms, including CUDA, cuDNN, TensorRT, InsightFace, FAISS, USB cameras, PySerial communication with ESP32, and browser based touchscreen interfaces. For your Jetson Orin NX, I can remotely prepare the OS/JetPack environment, install the required NVIDIA and Python dependencies, migrate the current application with minimal changes, and then test camera capture, face detection/recognition, ESP32 serial communication, and the web UI running together. I will also check CPU/GPU/RAM usage for long running stability and document the exact installation, deployment, startup, and reinstallation steps so you can maintain it independently later. A few things I would like to confirm are the current JetPack target version, Python version used on Windows, camera model, and whether the InsightFace model is already exported to ONNX or needs TensorRT optimization. Please contact me to discuss details.
$100 USD in 7 days
3.1
3.1

Hi, It sounds like you need to migrate your functional facial recognition system from Windows to an NVIDIA Jetson Orin NX. My goal would be to ensure a smooth transfer while optimizing performance and maintaining the existing architecture. I would start by preparing the Jetson platform, installing the necessary operating system and dependencies like CUDA and OpenCV, and configuring everything for your project. Once the environment is set up, I would migrate your existing code, making sure it runs efficiently on the Jetson hardware. Performance optimization will be key, ensuring stable operation and quick facial recognition for your 150 initial users. I also understand the importance of documentation, so I’ll provide clear guides for setup and future maintenance. With my experience in Python and computer vision, I'm confident I can deliver a reliable and scalable solution that meets your needs. Best regards, Novalitz Tech
$90 USD in 7 days
2.7
2.7

With my vast background in full-stack web development and proficiency in Python, I possess the technical edge needed to seamlessly migrate your existing facial recognition project to the targeted NVIDIA Jetson Orin NX platform. Having tackled similar projects previously, I offer invaluable expertise in setting up and optimizing devices like Jetson. My skills extend to CUDA, cuDNN, TensorRT and other necessary NVIDIA components ensuring a smooth operational transition while guaranteeing optimal CPU and GPU utilization and memory consumption. Ultimately, what distinguishes me beyond my technical know-how is my resolute commitment towards empowering clients. Given the aim of helping you independently maintain the project beyond completion, rest assured my code will remain clean, readable and well-structured even after migration. I pledge to diligently document any necessary modifications during the process so as to ensure an easy-to-understand and maintainable final solution. With me on board, you get more than just someone who can deliver; you get a partner who has your long term interests at heart
$90 USD in 1 day
2.6
2.6

hi! there. this project is important because combining development, design and data analysis in one workflow helps teams move faster and make better product decisions. im very interested in working across backend logic, ui polish and analytics in a single sprint. one challenge is switching between python, javascript and java while keeping code consistency and structure clean, another is aligning design output from figma/photoshop with real implemented ui, i can solve both with disciplined modular coding and careful design to dev translation. thanks!!
$80 USD in 170 days
2.8
2.8

Hello! We can help migrate your facial recognition system to Jetson and optimize it for stable operation. 1. Do you already have the Jetson device set up for remote access? 2. Is there any existing deployment or setup documentation for the Windows version? — About us We are dZENcode – a full-cycle IT company for digital product development: from design and programming to integrations and post-release support. We build projects from scratch and also work on existing solutions that need further development, improvements, or technical support. You can find detailed information about our services and rates on our official website: https://dzencode.com. Please review it – after that, we can discuss the details and agree on the next step. ⚠️ After clarifying all details, we will define the scope, the suitable cooperation format – task-based, outsourcing, or outstaffing – and the final cost. Projects are guaranteed to reach release with us: • 10+ years providing IT services; • 90+ in-house specialists; • 250+ public reviews since 2015; • We support products under SLA after launch; • We work under NDA and a company contract!
$90 USD in 7 days
4.4
4.4

As an AI and Cloud Data Engineering Specialist, I am well-equipped to handle the task at hand - from configuring the NVIDIA Jetson Orin NX to migrating your existing project seamlessly. My expertise in Python, OpenCV, InsightFace, FAISS, TensorRT (if required), and CUDA has been honed through my work across finance, healthcare, insurance, and enterprise environments. This diverse experience gives me a unique advantage as it has taught me to tailor my skillset to meet different clients' needs. Moreover, I consider scalability a crucial aspect of any project and prioritize building future-proof solutions. Hence, not only will I ensure the successful migration of your current system without significant architectural changes but also ensure it is easily scalable for potential database expansions in the future. Lastly, my work ethic is deeply aligned with your objective of enabling you to independently develop and maintain the AI system post-migration. I believe in creating clean, readable, and well-structured code while maintaining detailed documentation of the entire process for your convenience. With me on board, you can expect a proficient, thorough transformation along with comprehensive documentation provided as per your requirements.
$95 USD in 5 days
2.7
2.7

As an experienced web developer, I may not have direct experience with the Jetson platform specifically, but my strong grasp of Python and a history of successfully adapting projects to new technologies will be crucial in migrating your facial recognition system. Dealing with a tech that's entirely new to me is not an issue, as over the years I have honed my ability to quickly learn and adapt to new tools and platforms. My nine years in the industry has familiarized me with many foundational technologies like OpenCV, InsightFace, FAISS, and more which you are using. These hands-on experiments have made me quite adept in their usage and how they can best be deployed for maximum performance and effectiveness. Being efficient with system performance optimization and having managed databases its scaling issues adds concrete advantages to my suitability for this job; ensuring stability, agile execution, minimal memory consumption. I must acknowledge that you expect not only seamless project porting but also thorough documentation that could help you maintain it independently later on. Uncompromised code cleanliness , well-organized library handlings and ordered commands during installation provided that documentation . With all these skills bundled together along with the proven commitment I bring to every project I work on, I am certain I would make an excellent choice for your migration task. Let's turn your ideas into a newer reality!
$90 USD in 7 days
2.0
2.0

Hello, I read the spec carefully. Migrating an InsightFace + FAISS pipeline from Windows to a Jetson Orin NX is work I have done before, and the path is well defined. I would flash JetPack 6.2 to the NVMe SSD using SDK Manager on an Ubuntu 22.04 host, updating the QSPI firmware first so the module boots cleanly. CUDA, cuDNN and TensorRT come with the JetPack meta package. Power mode goes to MAXN for full GPU headroom. For recognition, I install the aarch64 onnxruntime-gpu wheel, then convert the SCRFD detector and the ArcFace r100 model to TensorRT FP16 engines. On Orin NX this usually runs detection around 25 to 40 ms per frame and keeps recognition well under real time. FAISS uses IndexFlatIP on 512-D embeddings, which handles 150 identities instantly and scales to tens of thousands without a redesign. The web UI runs in a separate process so the camera loop and the browser never block each other. PySerial handles the ESP32 link, and OpenCV, NumPy, SciPy stay on the same Python 3.10 venv. You will receive full documentation, a clean repo, and a one-command reinstall script. Happy to start today. Uche
$90 USD in 7 days
1.6
1.6

I'd love to tackle this facial recognition system project, leveraging my expertise in AI-driven image processing. With a strong foundation in Python, CUDA, OpenCV, and NumPy, I'm confident in delivering a robust pipeline that meets the project's technical requirements. A key technical insight here is that the accuracy will heavily depend on the feature and validation pipeline rather than just relying on a pre-trained model. I'd focus on optimizing the pipeline to achieve high extraction quality, minimize latency, and ensure reproducibility. As a seasoned computer vision and ML expert, I've successfully delivered similar projects in the past. For instance, I worked on a GPT-4 Clinical Document Automation Pipeline that significantly reduced turnaround times from 3 days to 18 hours. This experience has equipped me with the skills to tackle the delivery risk associated with this project. To execute this project, I propose a short-term plan to deliver a runnable Python pipeline, accompanied by a requirements file, README/setup guide, and test examples. I'll ensure clarity on the scope, first milestone, and most critical technical constraints before initiating delivery.
$103 USD in 7 days
1.0
1.0

⭐Dear Client⭐ With over a decade of experience as a Senior Full-Stack Developer and a deep proficiency in Python, I believe I'm the ideal specialist to migrate your facial recognition system to the NVIDIA Jetson Orin NX platform. My background spans across various projects involving technologies like OpenCV, InsightFace, and FAISS - all highly relevant to your project's requirements - assuring seamless migration with minimal change to the existing architecture. Furthermore, my exposure to TensorRT, another key component of your project on the Jetson platform will enable me to effectively deploy and optimize it for efficient CPU and GPU utilization, ensuring stable operations in longer runs without freezing or crashes. With performance being crucial in your application, rest assured that I will minimize memory consumption while maintaining fast and reliable facial recognition capability for 150 registered individuals. Beyond the migration process, I understand your value for documentation. As an experienced developer, I've developed robust practices to produce clear and concise documentation that empowers clients for independent development and maintenance. You can count on me to deliver comprehensive guides covering everything from OS installation and dependency setup to project deployment while keeping things simple and well-organized. Looking forward to your message. Daniel R.
$80 USD in 4 days
0.0
0.0

Hi, I understand your need to migrate your facial recognition system to the NVIDIA Jetson Orin NX while maintaining performance and stability. I have extensive experience working with Jetson platforms, including setting up the OS, installing CUDA, cuDNN, and TensorRT, and configuring Python environments tailored for AI projects. I can ensure all dependencies like OpenCV, InsightFace, FAISS, and serial communication libraries are correctly installed and optimized for the hardware. My approach includes thoroughly testing facial detection and recognition, optimizing GPU and CPU usage, and ensuring smooth web interface operation alongside the touchscreen display. I will document every step clearly, providing you with easy-to-follow guides for future maintenance and development. My goal is to deliver a reliable, scalable system that is straightforward for you to manage and expand. I am familiar with remote configuration tools like TeamViewer and RustDesk, ensuring seamless collaboration throughout. I look forward to helping you achieve a stable and efficient AI facial recognition system on Jetson. Best, Justin
$500 USD in 5 days
0.0
0.0

Greetings, I recently worked with a small tech company specializing in smart security solutions, where I migrated a facial recognition system from Windows to an embedded platform similar to the NVIDIA Jetson. My role involved configuring the OS, optimizing the software stack, and ensuring seamless integration with hardware components. For your project, I would follow a structured approach: first, I’d prepare the Jetson Orin NX by installing the appropriate OS and necessary drivers. Then, I would carefully install all dependencies like OpenCV and InsightFace while preserving your current project architecture. Performance optimization would be key to ensuring smooth, reliable operation with both facial recognition and the web interface running concurrently. By maintaining clean and documented code, I’ll help you build a scalable solution for future development.
$90 USD in 7 days
0.0
0.0

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