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How to Detect Bone Fracture using Deep Learning

5.4K views
Aug 6, 2024
25:39

In this video, we demonstrate how to implement Object Detection using YOLOv8 and Python, specifically for Detecting bone fractues. Follow along as we load a trained YOLO model, process images, and visualize both predictions and ground truth annotations. What you'll learn: How to import and utilize the YOLOv8 model from the Ultralytics library. How to load and interpret annotation data from a YAML file. How to train your YOLOv8 model with a custom teeth dataset. How to make predictions and draw bounding boxes around detected teeth. Link for the full post : https://eranfeit.net/how-to-train-yolov8-bone-fracture-detection-on-x-rays/ Code for the tutorial here : https://eranfeit.lemonsqueezy.com/buy/5ca38aa5-ddfb-42a6-b158-f15d6e3a40a3 or here : https://ko-fi.com/s/85dad11f25 Link for Medium users : https://medium.com/object-detection-tutorials/how-to-train-yolov8-bone-fracture-detection-on-x-rays-a3be5b3ec372 - Link for the dataset : https://universe.roboflow.com/fracture-uofxm/bone-fracture-detection-ivsy6/dataset/1 - You can find more computer vision tutorials in my blog page : https://eranfeit.net/blog/ - You can find more projects and tutorials in this playlist : https://www.youtube.com/playlist?list=PLdkryDe59y4bXa-1wOEAF4KljIMamhWd0 ~~~~~~~~~~~~~~~ recommended courses and books ~~~~~~~~~~~~~~~ 🚀 Want to get started with Computer Vision or take your skills to the next level ? 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/44GnlLW : "Make Your Own Neural Network - An In-depth Visual Introduction For Beginners ". ~~~~~~~~~~~~~~~ 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 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ 00:00 Introduction 00:44 Installation 03:32 Download the dataset 09:24 Train 17:40 Predict a test image ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ #EranFeit #objectdetection #yolo ~~~~~~~~~~~~~~ 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

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How to Detect Bone Fracture using Deep Learning | NatokHD