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I need a compact electron vite Python-based pipeline that can watch hours of raw footage and automatically carve it into clean rushes. The idea is simple: detect every meaningful scene change or pronounced camera movement, mark the in- and out-points, and hand back an ordered timeline I can drop straight into my editing suite. My tool stack is already defined: PyTorch Video for the deep-learning backbone, PyDetect for proven vision utilities, and OpenCV for the faster classical operations. If you prefer to wrap parts of the workflow in ffmpeg or similar, that’s fine as long as the core logic stays in Python and can be called through a clear API endpoint. Scope • Analyse full-resolution clips, spot scene boundaries and camera pans/tilts/zooms with high recall. • Spit out a JSON (or EDL if you’d rather) listing start/end frames plus an H.264 proxy of each shot so I can skim results quickly. • Keep the code modular: one module for shot detection, one for camera-motion cues, one for assembly/export. • Optimise inference so a 30-minute clip processes in roughly real-time on a modern GPU. Acceptance I’ll pass you a sample reel; if the script returns shot lists that match at least 95 % of my manual cuts and labels major camera moves, we’re good. Deliver the repository, a tidy [login to view URL], and a one-page README that shows a curl / Python call to trigger the workflow. I’m on a tight schedule, so clear, frequent commits and the ability to iterate quickly will be key. Let me know your availability and how soon you can start.
Project ID: 40188968
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143 freelancers are bidding on average $482 AUD for this job

Hello, As an experienced software development team with a particularly strong command of JavaScript, we are confident that we can effectively employ our engineering expertise to create the compact electron vite python-based pipeline you require. We've accomplished similar projects in the past by leveraging relevant technologies like PyTorch Video, PyDetect, OpenCV, and even the likes of ffmpeg - all vital components to your project's success. Our focus on modular code design further guarantees great functionality - we'll ensure that each aspect of the pipeline, including Inference, Shot Detection, Camera-Motion cues and Assembly/Export, works seamlessly and to a high standard. Moreover, given the potentially voluminous nature of your raw footage, we'll optimize the code process for it to readily operate in real-time on modern GPUs. Lastly, our highly efficient work ethic enables consistent and timely progress updates. We understand and respect the value of time; thus, by choosing our team, you'll not only be selecting competence but also reliability. Your project will receive dedicated attention from us until completion within your desired deadline. Rest assured that with us 'miracles' do happen as we strongly believe in utmost client satisfaction through prompt solutions and effective results. Hoping for a positive engagement! Thanks!
$350 AUD in 4 days
7.9
7.9

I am confident that my expertise in JavaScript, Python, Software Architecture, C++ Programming, and Software Development align perfectly with the requirements of the "Cursor AI and Electron Expert" project. I am eager to collaborate on this innovative pipeline and ensure its successful implementation. Rest assured, I am open to adjusting the budget after discussing the full scope of the project. Please go through my profile its 15 years old see the work I did over the years. No Win No Fee means that your satisfaction is my utmost priority. Lets discuss the job details. Moreover, I am willing to start the job and perform tasks without even being hired; it is just to show my commitment to this project. Looking forward to hear from you.
$525 AUD in 10 days
7.9
7.9

⭐⭐⭐⭐⭐ Build a Python Pipeline for Automated Scene Detection in Video Footage ❇️ Hi My Friend, I hope you're doing well. I've reviewed your project requirements and I see you are looking for a Python-based pipeline for video processing. Look no further; Zohaib is here to help you! My team has successfully completed over 50 similar projects in video analysis. I will create a solution that detects scene changes and camera movements, returning a precise timeline for your editing needs. ➡️ Why Me? I can efficiently build your video processing pipeline as I have 5 years of experience in Python development, focusing on video analysis, machine learning, and API integration. My expertise includes working with PyTorch, OpenCV, and other relevant technologies to ensure a robust solution that meets your specifications. ➡️ Let's have a quick chat to discuss your project in detail. I can also share samples of my previous work to demonstrate my capabilities. Looking forward to discussing this with you! ➡️ Skills & Experience: ✅ Python Development ✅ Video Analysis ✅ Machine Learning ✅ API Development ✅ OpenCV ✅ PyTorch ✅ Data Processing ✅ JSON Handling ✅ Modular Code Design ✅ Performance Optimization ✅ Video Editing Integration ✅ Clear Documentation Waiting for your response! Best Regards, Zohaib
$350 AUD in 2 days
8.1
8.1

As a seasoned developer with a strong command of a wide spectrum of technologies, including both backend and frontend, I am confident in my ability to tackle your unique project needs. Your description calls for an expert proficient in Python and Electron Vite, and my extensive experience with these technologies makes me an ideal candidate. Alongside fundamental skills like JavaScript and API Development - that play crucial roles in the PyTorch Video backbone and OpenCV application you mentioned - my knowledge coverages ensuring seamless integrations; CUDA Acceleration, if required. I understand the urgency of your project and am well-prepared for it. Throughout my career, I’ve worked on high-profile projects with tight deadlines, constantly delivering clean code, frequent commits to track progress, as well as ensuring they're properly documented- all qualities you extensively requested. I will spare no effort to ensure your project is both high-quality and efficient. With a solid background in software development encompassing everything from CRM systems to mobile applications, I have proven myself capable of adapting quickly to new environments. This adaptability aligns with what you need: iterative development and reliable project management until delivery. I'm eager to demonstrate how my skills can enhance your unique vision for this 'watch and carve' project. Let's bring the world closer to automation together! With Regards!
$750 AUD in 7 days
7.7
7.7

Hello I have thoroughly reviewed your project description and am confident in my ability to assist you in completing it successfully. I believe it would be highly beneficial to delve deeper into the specifics of the job to determine the most effective way forward. I am open to scheduling an interview at your convenience, and I genuinely appreciate the chance to collaborate with you on this project. Your response is eagerly anticipated, and I'm excited about the prospect of working together. Thank you for considering my proposal. Looking forward to your prompt reply! Best regards Rekha!!!
$750 AUD in 7 days
7.3
7.3

As an accomplished software developer with over 13 years of experience, I am perfectly positioned to handle your complex Cursor AI and Electron project. My deep expertise in Python, C++, OpenCV, and Software Development aligns precisely with the requirements you've outlined for this task. Having built impressive solutions based on PyTorch Video, PyDetect, and OpenCV in the past, I am well-versed in fusing these technologies together to create powerful software pipelines. Earning your trust is paramount to me. Hence, I commit to providing clear code with frequent commits throughout the duration of this project. This allows us to iterate quickly whenever needed in order to meet your schedule without compromising on quality. In addition, my exceptional attention to detail combined with my ability to achieve high recall in analyzing scene boundaries aligns effectively with your acceptance criteria. By choosing me for this project, you'll not only get an expert who can analyze hours of raw footage but someone who truly comprehends
$500 AUD in 5 days
7.2
7.2

Hello, I understand you’re looking for a Cursor AI and Electron expert to build a compact, production-ready Electron + Vite pipeline backed by Python for automated rush generation from long-form video footage. I have strong experience designing modular video-analysis systems using PyTorch-based models, OpenCV, and ffmpeg-assisted preprocessing, with a clear separation between detection, motion analysis, and export layers. My approach would implement a high-recall shot-boundary detector using PyTorch Video features, reinforced by PyDetect utilities and classical OpenCV motion vectors to reliably identify pans, tilts, and zooms. The pipeline would expose a clean Python API callable from Electron, returning structured JSON or EDL outputs alongside H.264 proxy renders for fast review. Performance optimization would focus on batched GPU inference, frame sampling strategies, and efficient decode paths to achieve near real-time processing for 30-minute clips. The final delivery would be a clean repository with modular code, reproducible dependencies, and a concise README demonstrating CLI, curl, and Python triggers for seamless integration into your editing workflow. Thanks, Asif
$750 AUD in 11 days
6.8
6.8

I'm experienced in developing AI-based solutions using PyTorch Video, PyDetect, and OpenCV. I can create a compact electron vite Python pipeline to automatically carve raw footage into clean rushes by detecting scene changes and camera movements. My approach involves modular coding for shot detection, camera-motion cues, and assembly/export. I ensure high recall accuracy and real-time processing on modern GPUs. I'm ready to start immediately and provide clear, frequent updates for quick iterations. Let's discuss your project further.
$750 AUD in 7 days
6.6
6.6

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
$800 AUD in 7 days
6.7
6.7

This sounds like a solid, well-defined pipeline — I understand you need a Python-first shot detection system using PyTorchVideo, PyDetect, and OpenCV that can analyze long-form footage, detect scene boundaries and camera motion, and output clean JSON/EDL timelines with H.264 proxies. I’ve built modular video-analysis workflows with GPU-optimized inference, ffmpeg integration, and frame-accurate cut detection. I can structure the repo exactly as you described (shot detection, motion cues, export layer) and tune performance to hit near real-time processing on modern GPUs. Clean APIs, frequent commits, and fast iteration won’t be an issue. Looking forward for your positive response in the chatbox. Best Regards, Arbaz H
$500 AUD in 7 days
6.5
6.5

Hello client, I'm Denis Redzepovic, an experienced developer with expertise in Python, JavaScript, Deep Learning, Software Development, C++ Programming, API Development, OpenCV, Software Architecture and Video Processing. I have worked extensively on diverse Python projects, ranging from backend development and automation to data processing and API integrations. My deep understanding of Python’s libraries and frameworks allows me to build efficient, scalable, and maintainable solutions. I pay close attention to code quality and performance to ensure your project runs flawlessly. With my solid experience, I’m confident I can deliver results that exceed your expectations. I focus on writing clean, maintainable, and scalable code because I know the difference between 99% and 100%. If you hire me, I’ll do my best until you’re completely satisfied with the result. Let’s discuss your project details so I can tailor the perfect Python solution for you. Thanks, Denis
$350 AUD in 7 days
6.1
6.1

Hello, I have carefully analyzed your scope and recently built a Python-based video analysis pipeline using PyTorch and OpenCV to detect shot boundaries, camera motion, and generate proxy clips with structured JSON timelines for editorial workflows. The system was modular, GPU-accelerated, and exposed through a simple API. Your project requires shot detection, camera pan/tilt/zoom analysis, modular Python components, proxy generation, and near real-time GPU inference. I can implement the pipeline with PyTorch Video, PyDetect, OpenCV, and ffmpeg where appropriate, expose a clean API endpoint, and deliver a well-documented repository. I am available to begin work immediately and I am committed to delivering the highest quality solution within the shortest possible timeframe. Best regards, Elenilson
$500 AUD in 7 days
6.0
6.0

Hello, Imagine transforming hours of raw footage into a structured timeline with minimal effort—interested in seeing a demo of this in action? My approach efficiently utilizes PyTorch Video and OpenCV to deliver precise shot detection and motion analysis tailored to your existing tool stack. Let's connect to discuss how we can refine this solution for your needs. Best, Smith
$500 AUD in 7 days
6.2
6.2

As an experienced and dedicated Full-Stack Developer, I understand the importance of meeting deadlines and delivering quality work, which is exactly what you need for your tight schedule project. I have a proven track record with 100% job completion rate and my projects are always delivered on time, earning me the best reviews from my clients. Regarding your project, I have extensive knowledge in developing AI systems with specialties in Machine Learning, Deep Learning and Reinforcement Learning. This comprehensive understanding would be invaluable for implementing PyTorch Video, PyDetect and OpenCV into a compact electron vite Python-based pipeline that you require. Furthermore, my profound skills in scene detection and camera motion analysis using algorithms like Object Detection Tracking and Counting, Image Processing/Recognition/Synthesizing, and Computer Vision would ensure high recall accuracy in detecting scene boundaries as well as all camera movements like pans/tilts/zooms. This will practically produce a highly accurate JSON/EDL listing of your raw footage that will perfectly align (at least 95%) with your manual cuts.
$500 AUD in 2 days
5.8
5.8

⭐Hi, I’m ready to assist you right away!⭐ I believe I’d be a great fit for your project since I have strong expertise in Python-based video processing pipelines and deep learning with PyTorch. I’m skilled in building modular, efficient code that integrates classical tools like OpenCV with modern AI models to meet exacting requirements. I understand the importance of fast, accurate scene and camera motion detection in high-resolution video and have delivered similar solutions that optimize processing time and maintain high recall. Your need to split raw footage into clean, ordered rushes aligns perfectly with my experience developing video analysis tools that output structured JSON or EDL files and proxy clips. I’m confident I can achieve your accuracy target of 95% match with manual cuts while keeping the process user-friendly and scalable. I work with clear, frequent commits and prioritize quick iterations to keep tight schedules on track. If you have any questions, would like to discuss the project in more detail, or would like to know how I can help, we can schedule a meeting. Thank you. Maxim
$250 AUD in 5 days
5.6
5.6

Hi there, I’m excited about the opportunity to develop your Python-based pipeline for automatically carving raw footage into clean rushes. With extensive experience in video processing and deep learning, particularly utilizing PyTorch and OpenCV, I'm confident in my ability to create a robust solution that meets your needs. My approach will involve setting up a modular architecture as you've outlined. I will efficiently analyze full-resolution clips to detect scene changes and camera movements. Leveraging PyTorch Video for the backbone ensures high recall, and the output will include a JSON listing along with H.264 proxies for quick review. I understand the importance of a tight schedule and the need for frequent commits. I'm ready to start promptly, aiming to deliver the repository and documentation as per your requirements. Let’s ensure we hit that 95% match with your manual cuts and labels!
$750 AUD in 10 days
5.7
5.7

Hi, I've carefully reviewed your project requirements for a Python-based pipeline using Electron and Vite to automate the carving of raw footage into clean rushes. With practical experience in deep learning leveraging PyTorch, computer vision via OpenCV, and building modular, efficient APIs, I am confident in delivering a solution that accurately detects scene changes and camera movements as you've described. I understand the importance of achieving 95% accuracy against manual cuts and optimizing inference to run in near real-time on a GPU. I'll focus on ensuring modularity with distinct components for shot detection, camera motion analysis, and export, aligned with your tool stack preferences. Frequent commits and transparent communication will keep us aligned throughout delivery. I can start promptly and propose a 10-day timeline to iterate and refine the model based on your sample reels. Could you share more about the kinds of camera movements or scene transitions that are particularly challenging in your footage? Best regards, Andrew
$555 AUD in 5 days
5.7
5.7

Hello, I’m excited about the opportunity to develop the Python-based pipeline for your footage analysis. With experience in video processing and deep learning, I can build a solution using PyTorch Video, PyDetect, and OpenCV that efficiently detects scene changes, camera movements, and generates a clean timeline for your editing suite. The pipeline will analyze full-resolution clips, detect meaningful scene boundaries, and identify camera pans, tilts, and zooms. I will ensure that it outputs a JSON or EDL file with shot details, plus H.264 proxies for quick skimming. The code will be modular, with separate modules for shot detection, camera motion detection, and assembly/export, while maintaining real-time processing for a 30-minute clip on modern GPUs. I will ensure frequent commits, quick iterations, and provide clear documentation, including a sample Python call to trigger the workflow. Looking forward to getting started! Best regards, Juan
$500 AUD in 3 days
5.8
5.8

Hello Vikram G., I am a skilled JavaScript and Python developer with expertise in software architecture, C++ programming, and deep learning. I have a strong portfolio in API development and video processing using OpenCV. I understand your need for a compact electron vite Python-based pipeline for automating raw footage editing. I propose a solution using PyTorch Video, PyDetect, and OpenCV for scene detection and camera motion tracking. I will ensure the workflow is modular and efficient, with real-time processing capabilities on GPUs. I am committed to clear communication, reliable delivery, and iterative improvements. I am eager to discuss your project further and demonstrate how my skills align with your requirements. Please feel free to reach out so we can explore this opportunity together. Best regards,
$250 AUD in 7 days
5.6
5.6

I will develop a streamlined Python-based pipeline using PyTorch Video, PyDetect, and OpenCV to automatically segment raw footage into clean rushes based on scene changes and camera movements. The approach involves leveraging deep learning for accurate detection, generating JSON or EDL outputs with start/end frames, and ensuring modular code structure for easy maintenance and scalability. With experience in similar projects, I guarantee high-quality results that align closely with your manual cuts and camera motion requirements, delivered promptly with clear documentation and efficient iteration processes.
$500 AUD in 7 days
5.3
5.3

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