How to Track and Count Objects Using YOLO11

Supercharge Your Computer Vision Apps with YOLO11! 🚀 Want to know how to build a real-time object tracking and counting system from scratch? In this step-by-step Python AI tutorial, we are using the brand-new YOLO11 model alongside OpenCV to detect, track, and count objects as they cross a specific line in a video. Whether you are a developer, researcher, or tech student, mastering real-time object tracking is a highly valuable skill for industries like automation, retail analytics, and smart security. We will break down the exact Python code so you can build your own AI tracking system today! What you will learn in this video: 💻 How to set up YOLO11 (yolo11l.pt) in Python 💻 Implementing object tracking with model.track() 💻 Filtering specific classes (like tracking horses or vehicles) 💻 Drawing custom bounding boxes and line-crossing triggers using OpenCV 💻 Dynamically counting unique objects using object IDs 🔔 Subscribe for more Python AI, Computer Vision, and Deep Learning tutorials! Download the code for the tutorial here : https://eranfeit.lemonsqueezy.com/checkout/buy/4e3afb34-b054-41b1-a91e-b6dadcc1387b or here : https://ko-fi.com/s/b0bb4f82c9 Link to the full post and code here : https://eranfeit.net/how-to-track-and-filter-custom-classes-with-yolo11-object-counting/ Link to the post and code for Medium users : https://medium.com/object-detection-tutorials/stateful-video-analytics-building-a-custom-line-crossing-object-counter-with-yolo11-and-python-8ea57e837480 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 : https://www.youtube.com/playlist?list=PLdkryDe59y4a2PRJda-Z7M7Sod7uQKT2d You can find more Object Detection tutorials in this playlist : https://www.youtube.com/playlist?list=PLdkryDe59y4YGPdz6bF3pcmFwhJWnawpg ~~~~~~~~~~~~~~~ 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 - https://twitter.com/eran_feit 📸 Instagram - https://www.instagram.com/eran_feit/ ▶️ Subscribe - youtube.com/@eranfeit?sub_confirmation=1 🐙 Facebook - https://www.facebook.com/groups/3080601358933585 📝 Medium - https://medium.com/@feitgemel ~~~~~~~~~~~~~~ SUPPORT ME 🙏~~~~~~~~~~~~~~ 🅿 Patreon - https://www.patreon.com/EranFeit ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ #EranFeit #ultralytics #objecttracking ~~~~~~~~~~~~~~ Chapters ~~~~~~~~~~~~~ 00:00 Introduction and Demo 01:06 Installation 03:11 Let's start coding ~~~~~~~~~~~~~~ Credits ~~~~~~~~~~~~~ Music by Vincent Rubinetti Download the music on Bandcamp: https://vincerubinetti.bandcamp.com/album/the-music-of-3blue1brown Stream the music on Spotify: https://open.spotify.com/album/1dVyjwS8FBqXhRunaG5W5u