Build a Pro Object Tracker with Supervision & YOLO

Stop building basic AI models. Start building professional-grade Computer Vision applications. In this tutorial, we dive deep into YOLOv8 and the powerful Supervision library to take your object detection projects to the next level. We aren't just drawing simple bounding boxes—we’re implementing advanced features used by top-tier AI researchers and developers. 🔍 What You’ll Learn: ✅ Pro Annotations: Go beyond standard boxes with Round Boxes, Triangles, Circles, and Blur effects. ✅ Object Tracking: Use ByteTrack to uniquely identify and trace objects across video frames. ✅ AI Heatmaps: Visualize data density and movement patterns using built-in HeatMap tools. ✅ Efficient Pipelines: Use VideoSink and frames_generator for high-performance video processing. Download the code for the tutorial here : https://eranfeit.lemonsqueezy.com/checkout/buy/ff842c9e-6983-4363-99e3-9b29f51ed7a3 or here : https://ko-fi.com/s/4d34b4c514 Link to the full post and code here : https://eranfeit.net/the-ultimate-guide-how-to-use-supervision-with-yolov8/ Link to the post and code for Medium users : https://medium.com/object-detection-tutorials/beyond-bounding-boxes-leveling-up-yolov8-with-the-supervision-power-kit-fe520070a10f 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 image Classification tutorials in this playlist : https://www.youtube.com/watch?v=n-SpVoHrzDQ&list=PLdkryDe59y4aytIPjci6_fn3B1-QuM-Oh ~~~~~~~~~~~~~~~ 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 #supervision ~~~~~~~~~~~~~~ Chapters ~~~~~~~~~~~~~ 00:00 Introduction and Demo 02:24 Installation 04:45 Step 1 - Simple detection 11:28 Step 2 - Annotate 15:40 Step 3 - Trace Annotator 19:34 Step 4 - Heat Map Annotator ~~~~~~~~~~~~~~ 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