Easy lung X-Ray Segmentation with U-Net | Step-by-Step Tutorial
Eran Feit
ai for healthcareai in medical imagingai in medicinecomputer visionconvolutional neural networkdata augmentationdeep learning tutorialimage processingimage recognitionimage segmentationlung disease detectionlung x-ray analysislung x-ray processinglung x-ray segmentationmedical image analysismedical imagingmedical imaging tutorialpythontensorflowtensorflow tutorialu-netu-net architectureu-net model
This tutorial provides a step-by-step guide on how to implement and train a UNet model for lungs detection using TensorFlow and Keras.
š What You'll Learn š:
Building Unet model : Learn how to construct the model using TensorFlow and Keras.
Model Training: We'll guide you through the training process, optimizing your model to generate masks in the lungs position
Testing and Evaluation: Run the pre-trained model on a new fresh images , and visual the test image next to the predicted mask .
Code for this video: https://github.com/feitgemel/TensorFlowProjects/tree/master/Unet-Projects/Lung%20Segmentation
00:00 Intro !!!!!!!
00:56 The Res-U-net architecture
06:09 Build The Res-U-net model
15:25 Train the model
23:02 Test the model with new fresh images
~~~~~~~~~~~~~~~ recommended courses and books ~~~~~~~~~~~~~~~
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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2023-10-09
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