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Titlebook: Industrial Vision Systems with Raspberry Pi; Build and Design Vis K. Mohaideen Abdul Kadhar,G. Anand Book 2024 K. Mohaideen Abdul Kadhar an

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发表于 2025-3-21 19:36:19 | 显示全部楼层 |阅读模式
书目名称Industrial Vision Systems with Raspberry Pi
副标题Build and Design Vis
编辑K. Mohaideen Abdul Kadhar,G. Anand
视频video
概述Covers vision systems from basic image processing techniques to comprehensive case studies using ML.Provides a practical hands-on approach to various concepts using sample code.Enables readers to unde
丛书名称Maker Innovations Series
图书封面Titlebook: Industrial Vision Systems with Raspberry Pi; Build and Design Vis K. Mohaideen Abdul Kadhar,G. Anand Book 2024 K. Mohaideen Abdul Kadhar an
描述.Today’s industries are faced with a growing demand for vision systems due to their non-invasive characteristics in inspecting product quality. These systems identify surface defects and faults, and verify components’ orientation and their measurements, etc. This book explores the vision techniques needed to design and develop your own industrial vision system with the help of Raspberry Pi..You’ll start by reviewing basic concepts and applications of machine vision systems, followed by the preliminaries of Python, OpenCV, required libraries, and installing OpenCV for Python on Raspberry Pi. These are used when implementing image processing for the system applications. You’ll then look at interfacing techniques and some of the challenges industrial vision systems encounter, such as lighting and camera angles. .Algorithms and image processing techniques are also discussed, along with machine learning and deep learning techniques. Later chapters explain the use of GUI apps and real-time applications of Industrial vision systems. Each chapter concludes with examples and demo implementations to facilitate your knowledge of the concepts. . .By the end of the book, you’ll be able to build
出版日期Book 2024
关键词Python; Image Processing; Machine Learning; Industrial Vision System; Machine Vision system; Raspberry Pi
版次1
doihttps://doi.org/10.1007/979-8-8688-0097-9
isbn_softcover979-8-8688-0096-2
isbn_ebook979-8-8688-0097-9Series ISSN 2948-2542 Series E-ISSN 2948-2550
issn_series 2948-2542
copyrightK. Mohaideen Abdul Kadhar and G. Anand 2024
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发表于 2025-3-21 20:39:16 | 显示全部楼层
Python Libraries for Image Processing,sed Python libraries numpy and PIL that are used widely with respect to image processing tasks. Next, we will see how to visualize (display) images using the matplotlib library. Finally, we will see how to capture and save images as well as videos using the OpenCV library.
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Challenges in Machine Vision System,astructure may require significant investment in hardware and software upgrades. The challenges with implementing machine vision systems can be categorized as technical, environmental, integration, performance, and human factors. In this chapter, we’ll look more closely at these challenges.
发表于 2025-3-22 07:29:12 | 显示全部楼层
Image Processing Using OpenCV,es and types of images along with the various noises that could affect the images. Then, we will go on to explore various processing techniques like image enhancement methods, image filtering techniques for edge detection, morphological operations, thresholding techniques, blob detection, and contour detection.
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Getting Started with Raspberry Pi,rdware to give the readers a feel of its capabilities. Then, it delves into the installation of the Raspberry Pi OS along with the OpenCV library followed by the configuration of the board for remote access. The chapter ends with a demonstration of interfacing a camera to the Pi board that would enable us to capture images or videos in real time.
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