Semantic Segmentation Tutorial

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Intermediate

Learn the basics of semantic segmentation in this free tutorial course which covers everything from fundamental concepts to advanced techniques. Sign up for free course & take the first step towards mastering semantic segmentation

What you learn in Semantic Segmentation Tutorial ?

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U-Net
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Semantic Segmentation

About this Course

This course on "Semantic Segmentation Tutorial" will help you to master all the concepts of semantic segmentation. Semantic segmentation is very crucial in self-driving cars and robotics because it is important for the models to understand the context in the environment in which they're operating. You may be familiar with image classification- the network assigns a label or class to an input image, objects’ shape, sorting pixels with respect to objects etc. In this scenario, you will want to attain image segmentation that includes labeling each pixel of the image. Therefore, in simple terms, image segmentation involves training the neural network to output a pixel-wise mask of the image. This allows you to understand images at a pixel level - at a much lower level. You will find many image segmentation applications like in medical imaging, self-driving cars, and satellite imaging to name a few Semantic segmentation algorithms are super powerful and have many use cases, including self-driving cars — and in today’s video, we will be covering the certain application of Semantic Segmentation along with the Introduction to U-Net. At the end of the video, we will also be showing a demo of Semantic Segmentation.

Course Outline

Introduction to U-Net

This module introduces you to U-Net, a convolutional neural network for image segmentation. You will thoroughly understand it with the help of the given examples.  

Introduction to Semantic Segmentation

In this module, you will learn semantic segmentation with the help of an image example. You will also comprehend instance segmentation, U-net, and standard convolutions.
 

Demo on Semantic Segmentation

This module contains a detailed hands-on demo on semantic segmentation using Python programming language.
 

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Semantic Segmentation Tutorial

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