How to Build a Real Time YOLO11 Tracker

Stop struggling with slow detection! Today, we’re building a professional-grade real-time analytics tool using the brand new YOLO11. In this tutorial, I’ll show you how to leverage the power of Ultralytics YOLO11 and OpenCV to create a high-performance object tracking system. We aren't just detecting boxes; we’re implementing real-time analytics and a "Picture-in-Picture" (PiP) overlay—a feature commonly used in professional security and broadcasting software. What You’ll Learn: 🛠️ Setting up the YOLO11 Analytics solution. 📊 Dynamic video processing with OpenCV. 🚀 Creating a professional Picture-in-Picture (PiP) visual effect. Download the code for the tutorial here : https://eranfeit.lemonsqueezy.com/che... or here : https://ko-fi.com/s/5220d2c441 Link to the full post and code here :https://eranfeit.net/ultralytics-yolo... Link to the post and code for Medium users :   / professional-vision-analytics-mastering-yo...   You can find more computer vision tutorials in my blog page : https://eranfeit.net/blog/ You can find more Visual Language models tutorials tutorials in this playlist :    • Visual Language Models tutorials 2026   You can find more Object Detection tutorials in this playlist :    • Object detection tutorials 2026   ~~~~~~~~~~~~~~~ Best AI Photo Tools (Backgrounds, Objects, Headshots) ~~~~~~~~~~~~~~~ ✅ Phot-AI packs more than 30 AI powered tools into one place—covering background and object removal/replacement, image extension and a suite of creative generators for art, icons and logos. follow the link and start creating : https://phot.ai?ref=eran33 ✅ Pixelcut uses AI to help you create professional photos and videos. You can instantly remove backgrounds, retouch, expand and upscale images, or generate new images and even videos from a simple text prompt or reference picture. tap the link and start creating today! : https://pixelcut.ai/?via=eran ✅ PhotoGPT AI acts as your personal photographer—just describe what you need and the platform generates high quality headshots or casual images within minutes. Its built in photo editor lets you remove objects, replace backgrounds and make studio quality corrections with a single click. You can even train your own AI model using a few selfies, receive context aware prompt suggestions and upscale images for print ready results. Dive into ~~~~~~~~~~~~~~~ recommended courses and books ~~~~~~~~~~~~~~~ 🚀 Want to get started with Computer Vision or take your skills to the next level ? Great Interactive Course : "Deep Learning for Images with PyTorch" here : https://datacamp.pxf.io/zxWxnm If you’re just beginning, I recommend this step-by-step course designed to introduce you to the foundations of Computer Vision : https://trk.udemy.com/9LoE7E If you’re already experienced and looking for more advanced techniques, check out this deep-dive course : https://trk.udemy.com/EEDyMD I also recommend this book, https://amzn.to/3GBMNLC : "Practical Machine Learning for Computer Vision" by Oreilly ~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~ ☕ Buy me a coffee - https://ko-fi.com/eranfeit 🖥️ Email : [email protected] 🌐 https://eranfeit.net 🤝 Fiverr : https://www.fiverr.com/s/mB3Pbb 🐦 Twitter -   / eran_feit   📸 Instagram -   / eran_feit   ▶️ Subscribe -    / @eranfeit   🐙 Facebook -   / 3080601358933585   📝 Medium -   / feitgemel   ~~~~~~~~~~~~~~ SUPPORT ME 🙏~~~~~~~~~~~~~~ 🅿 Patreon -   / eranfeit   ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ #EranFeit #ultralytics #objecttracking ~~~~~~~~~~~~~~ Chapters ~~~~~~~~~~~~~ 00:00 Introduction and Demo 01:20 Installation 03:24 Let's start coding ~~~~~~~~~~~~~~ Credits ~~~~~~~~~~~~~ Music by Vincent Rubinetti Download the music on Bandcamp: https://vincerubinetti.bandcamp.com/a... Stream the music on Spotify: https://open.spotify.com/album/1dVyjw...