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/che... or here : https://ko-fi.com/s/4d34b4c514
Link to the full post and code here : https://eranfeit.net/the-ultimate-gui...
Link to the post and code for Medium users : / beyond-bounding-boxes-leveling-up-yolov8-w...
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 image Classification tutorials in this playlist : • How to Use FasterViT for Custom Image Clas...
~~~~~~~~~~~~~~~ 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
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~~~~~~~~~~~~~~ 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/a...
Stream the music on Spotify: https://open.spotify.com/album/1dVyjw...