Object detection Using Detection Transformer (Detr) for Bone fraction dataset
Eran Feit
aiartificialintelligencebounding boxescomputer visioncomputervisioncustom datasetdeep learningdeep learning aideep learning pythondeep learning tutorialdeeplearningdetrdetr facebookend to end object detection with transformersfacebook aifacebook/detr-resnet-50hugging facemachine learningobject detectionobject detection with transformersresnetresnetssegmentationtransformertransformers
In this comprehensive tutorial, we walk you through building an advanced Object Detection system using the DETR (DEtection TRansformer) model. We'll cover everything from data preparation to model training and inference.
Here's what you'll learn:
We use Python with libraries including PyTorch, Transformers, PyTorch Lightning, and Supervision.
The code includes:
- Custom dataset handling with torchvision
- DETR model implementation with PyTorch Lightning
- Training pipeline setup
- Inference on new images
- Visualization of detection results
Code for the tutorial : XXXXXXXXXXXXXXXXXXXXX
You can find more projects and tutorials in this playlist : https://www.youtube.com/playlist?list=PLdkryDe59y4bXa-1wOEAF4KljIMamhWd0
A perfect course for learning modern Computer Vision with deep dive in TensorFlow , Keras and Pytorch . You can find it here : http://bit.ly/3HeDy1V
I also recommend this book, https://amzn.to/44GnlLW : "Make Your Own Neural Network - An In-depth Visual Introduction For Beginners ".
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00:00 Introduction
01:30 Installation
05:06 Discover the Dataset
07:00 Train the model
10:41 Test on new image
18:33 Re-train the model
21:19 Run inference on a video
~~~~~~~~~~~~~~ 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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https://www.youtube.com/watch?v=cDzoPHpqCm8
2024-06-22
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