UNet: Image Segmentation with UNet 2023

所在平台: Udemy

课程主页: https://www.udemy.com/course/unet-image-segmentation-with-unet-2023/

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**课程名称:** UNet: 使用 UNet 进行图像分割 2023 (UNet: Image Segmentation with UNet 2023) **课程概述:** 本课程旨在帮助学员一步步掌握图像分割的基本概念,并最终能够独立开发自己的图像分割模型。课程将深入探讨计算机视觉领域中最具挑战的应用之一——图像分割,并通过实践操作加深理解。学员将学习开发图像分割模型所需的通用处理流程。 课程内容将从基础概念入手,逐步过渡到实际应用开发。首先,学员将学习开发单类别图像分割模型,随后学习多类别图像分割模型。通过学习不同的数据处理技术,学员将掌握如何构建自己的模型,并使用 Keras 框架进行图像分割实践。所有训练过程将在 Google Colaboratory 中完成,让学员充分体验其功能。 完成本课程后,学员将对使用 UNet 进行图像分割有深入的认识。此外,学员还可以通过 Discord 上的 Visual Analysis 频道获得免费的技术咨询。课程团队致力于帮助学员参与各类竞赛和项目,无论是有志于国家或国际项目,还是希望在该领域创业,本课程和社区提供的技术咨询都将助力学员出色完成各类项目。 **课程主题顺序:** 1. 引言 (Introduction) 2. Google Colaboratory (Google Colaboratory) 3. UNet 基础 (Basics of UNet) 4. 二值图像分割 (Binary Image Segmentation) 5. 多类别图像分割 (Multiclass Image Segmentation)

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You will be able to develop your own image segmentation model by learning the concepts of image segmentation step by step. In this course, you will have the opportunity to learn the most important concepts of image segmentation, which is one of the most advanced application areas of Computer Vision, through practical applications. Additionally, you will learn all the general processing steps required to develop your own image segmentation model.After learning the basics of image segmentation, we will gradually start making applications. We will first develop a Single Class Image Segmentation model and then a Multi Class Image Segmentation model. We will examine different data processing techniques to learn how to develop our own model and we will use these techniques to develop our own model with Keras and perform image segmentation applications. We will conduct our training from start to finish on Google Colabratory. In this way, you will have the opportunity to discover the capabilities of Google Colabratory.You will be able to participate in Kaggle competitions with this course. The subject order will be as follows:1. Introduction2. Google Colabratory3. Basics of UNet4. Binary Image Segmentation5. Multiclass Image SegmentationWhen you complete the course, you will have extensive knowledge about Image Segmentation with UNet, as well as receive free technical advice through the Visual Analysis channel on Discord. Together with the team we have established, we aim to help people in all kinds of competitions and projects. Whether you are participating in national or international projects, or someone who wants to start a business in this field, you will be able to complete all kinds of projects in the best way with this course and technical consultancy provided by our community!

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