You will get Computer Vision, Object Tracking, YOLOv8, OpenCV & PyTorch in Python
Project details
Need a production-ready Computer Vision or real-time Object Tracking system? I build high-performance vision pipelines that turn raw video feeds and images into actionable automated data.
Whether you need a custom YOLOv8/v11 object detector, multi-object tracking (ByteTrack), geometry/homography mapping, or a complete desktop UI app, I deliver fast, accurate, and scalable solutions built for real-world execution.
WHAT YOU GET WITH THIS PROJECT:
• Custom Model Training: Fine-tuned on your dataset with high mAP accuracy (YOLOv8, RT-DETR, SAM 2).
• Real-Time Object Tracking: Multi-object detection & tracking (ByteTrack/DeepSORT) with speed & trajectory analytics.
• High-Speed Optimization: Latency reduction using ONNX & TensorRT quantization for 30+ FPS performance.
• Software Integration: Wrapped in a clean PySide6 desktop app, Streamlit dashboard, or FastAPI endpoint.
• Complete Deliverables: Clean, documented Python source code + recorded video walkthrough demo.
WHY WORK WITH ME:
• Specialist in OpenCV, PyTorch, Modern C++, and Python.
• Proven track record in sports analytics, security surveillance, and automation.
• 30 days of post-delivery bug maintenance included.
Whether you need a custom YOLOv8/v11 object detector, multi-object tracking (ByteTrack), geometry/homography mapping, or a complete desktop UI app, I deliver fast, accurate, and scalable solutions built for real-world execution.
WHAT YOU GET WITH THIS PROJECT:
• Custom Model Training: Fine-tuned on your dataset with high mAP accuracy (YOLOv8, RT-DETR, SAM 2).
• Real-Time Object Tracking: Multi-object detection & tracking (ByteTrack/DeepSORT) with speed & trajectory analytics.
• High-Speed Optimization: Latency reduction using ONNX & TensorRT quantization for 30+ FPS performance.
• Software Integration: Wrapped in a clean PySide6 desktop app, Streamlit dashboard, or FastAPI endpoint.
• Complete Deliverables: Clean, documented Python source code + recorded video walkthrough demo.
WHY WORK WITH ME:
• Specialist in OpenCV, PyTorch, Modern C++, and Python.
• Proven track record in sports analytics, security surveillance, and automation.
• 30 days of post-delivery bug maintenance included.
AI Development Type
Deep Learning, Model TuningAI Tools
Keras, OpenCV, PyTorchAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$100
|
Standard
$250
|
Advanced
$500
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 7 days |
Number of Revisions | 3 | 6 | 10 |
AI Model Integration | |||
Detailed Code Comments | |||
Knowledge Graph | - | ||
Model Documentation | - | - | |
Ontology | - | ||
Source Code | |||
Taxonomy | - | - |
About Alyba
Computer Vision & AI Engineer | PyTorch, YOLO, OpenCV & Edge AI
Karachi, Pakistan - 7:29 am local time
I am a Computer Vision & AI Engineer specializing in end-to-end vision solutions from custom dataset annotation and YOLO model fine-tuning to real-time object tracking, low-latency C++/Python optimization, and API/GUI software integration.
Whether you need a custom object detection pipeline, real-time video tracking, an automated inspection app, or high-speed algorithm optimization, I deliver production software engineered to operate reliably in real-world environments.
CORE CAPABILITIES & SERVICES
1. Real-Time Object Detection & Tracking
• Fine-tuning custom YOLO models (YOLOv8, YOLOv11, RT-DETR) for specific client datasets.
• Multi-object tracking (MOT) using ByteTrack, DeepSORT, and Optical Flow.
• Speed estimation, trajectory analysis, object counting, and spatial coverage heatmaps.
2. Video Analytics & Geometry Mapping
• 2D/3D Homography & Camera Calibration: Mapping camera perspectives onto 2D tactical maps or spatial coordinate grids.
• Keypoint Detection & Pose Estimation: Tracking body language, court/field boundaries, and key landmarks.
• High-performance tracking in sports (Tennis, Football, Basketball), traffic analytics, and logistics.
3. Surveillance, Retail & Anomaly Detection AI
• Behavioral anomaly analysis, automated shoplifting detection, and perimeter security triggers.
• Real-time video processing pipelines with multi-camera RTSP stream management.
4. Image Processing, OCR & Multimodal AI
• Document processing, OCR text extraction (PaddleOCR, EasyOCR), image registration, and filtering with OpenCV.
• Integrating Vision Language Models (VLMs), SAM 2 (Segment Anything), and generative AI pipelines.
5. High-Performance Engineering & Software Deployment
• Algorithm Optimization: Accelerating slow vision scripts using Modern C++ (C++11/17) and Python multi-threading.
• Desktop & Web Interfaces: Wrapping vision models into clean PySide6/PyQt desktop apps, Streamlit web tools, and FastAPI REST endpoints.
FEATURED PROJECT HIGHLIGHTS
• Real-Time Sports Tracking & Speed Analytics: Multi-object player/ball tracking, 2D homography court mapping, shot counting, and automated velocity analytics.
• CCTV & Retail Surveillance AI: Real-time behavior anomaly analysis, boundary monitoring, and automated security alert triggers.
• Interactive Gesture Vision App: Touchless, low-latency gesture tracking and interactive interface built with OpenCV and MediaPipe.
• Production REST API Integration: Deploying deep learning inference pipelines behind asynchronous FastAPI REST endpoints.
EUROPEAN & GLOBAL TIMEZONE ADVANTAGE
• 100% Availability during European business hours (CET / CEST / BST overlap).
• Direct experience collaborating with cross-functional engineering teams in Spain, Germany, and the US.
• Transparent communication: Regular video demos, clear documentation, and milestone-based progress.
TECHNICAL STACK
• Computer Vision & AI: OpenCV, Ultralytics YOLOv8/v11, ByteTrack, DeepSORT, Optical Flow, Homography Mapping, Keypoint Detection, MediaPipe, SAM 2, Roboflow.
• Deep Learning & Data Science: PyTorch, TensorFlow, NumPy, Pandas, Matplotlib, Scikit-learn, ONNX.
• Full-Stack Web Development: React.js, Next.js, JavaScript (ES6+), HTML5, CSS3, Tailwind CSS, UI/UX (Figma).
• Backend & APIs: Python (FastAPI, Flask), Node.js, RESTful API Design, Microservices, Asynchronous Request Handling.
• Databases & Storage: SQL, PostgreSQL, SQLite, Vector Databases (Qdrant/Pinecone).
• Core CS & Systems Engineering: Modern C++ (C++11/17), Object-Oriented Programming (OOP), Data Structures & Algorithms (DSA), Multi-threading, MATLAB.
• DevOps, Tools & Workflows: Git, GitHub, Linux/Bash, Docker, Postman, Agile/Scrum Methodologies.
Have a project in mind? Click "Message" or "Invite to Job", share your requirements or sample video/image files, and I will outline a clear technical architecture, feasibility breakdown, and project estimate.
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Keywords: Computer Vision Engineer, AI Engineer, Full-Stack Developer, OpenCV, PyTorch, YOLOv8, YOLOv11, Object Detection, Object Tracking, ByteTrack, Real-Time Video Analytics, React.js, Next.js, JavaScript, Python Developer, FastAPI, Flask, REST API, Node.js, PostgreSQL, SQL, Modern C++, C++ Developer, PySide6 GUI, Streamlit, Image Processing, Data Structures, OCR, Anomaly Detection, Docker, Git, European Timezone (CET).
Steps for completing your project
After purchasing the project, send requirements so Alyba can start the project.
Delivery time starts when Alyba receives requirements from you.
Alyba works on your project following the steps below.
Revisions may occur after the delivery date.
Data Analysis & Pipeline Architecture Setup
Review sample video/image data, inspect resolution & frame rate, configure pre-processing scripts, and establish baseline performance metrics.
Model Fine-Tuning & Tracking Integration
Train or fine-tune custom vision models (YOLOv8/v11, SAM), integrate ByteTrack multi-object tracking, and evaluate accuracy (mAP).