https://ift.tt/oRNksTW Introduction The UNet is the first model that comes to mind these days whenever we want to use image segmentation in...
Introduction The UNet is the first model that comes to mind these days whenever we want to use image segmentation in machine learning. In comparison to earlier state-of-the-art techniques, it has been revolutionary in terms of performance improvement. Extensive medical imaging, autonomous driving, and satellite imaging applications are all supported by the encoder-decoder convolutional neural network UNet. We’ll be exploring UNet’s image segmentation process in depth. We will also use the UNet for the task of segmenting Xray images in order to improve our understanding. We’ll talk about the driving force behind UNet, an encoder decoder structure with skip connections that aims to address the difficulties of semantic segmentation. Learning Objectives 1. What is segmentation? How to use UNet in segmentation tasks? 2. To understand the architecture of UNet. 3. To build the UNet model from scratch. 4. Implement an image […]
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