Raspberry Pi Image Processing Programming: With Numpy, Scipy, Matplotlib and Opencv
Pajankar, Ashwin
- 出版商: Apress
- 出版日期: 2022-08-02
- 售價: $2,020
- 貴賓價: 9.5 折 $1,919
- 語言: 英文
- 頁數: 140
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1484282698
- ISBN-13: 9781484282694
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相關分類:
Python、影像辨識 Image-recognition、Raspberry Pi
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相關主題
商品描述
Understand the concepts of image processing with Python 3 and create applications using Raspberry Pi 4. This book covers image processing with the latest release of Python 3, using Raspberry Pi OS and Raspberry Pi 4B with the 8 GB RAM model as the preferred computing platform.
This second edition begins with the installation of Raspberry Pi OS on the latest model of Raspberry Pi and then introduces Python programming language, IDEs for Python, and digital image processing. It also illustrates the theoretical foundations of Image processing followed by advanced operations in image processing. You'll then review image processing with NumPy, and Matplotlib followed by transformations, interpolation, and measurements of images.
Different types of filters such as Kernels convolution filters, low pass filters, high pass filters, and Fourier filters are discussed in a clear, methodical manner. Additionally, the book examines various image processing techniques such as Morphology, Thresholding, and Segmentation, followed by a chapter on live webcam input with OpenCV, an image processing library with Python. The book concludes with an appendix covering a new library for image processing with Python, pgmagik, followed by a few important tips and tricks relevant to RPi.
What You'll Learn
- Get started with Raspberry Pi and Python
- Understand Image Processing with Pillow
- See how image processing is processed using Numpy and Matplotlib
- Use Pi camera and webcam
Who This Book Is For
Raspberry Pi and IoT enthusiasts, and Python and Open Source professionals
商品描述(中文翻譯)
了解使用Python 3進行影像處理的概念,並使用Raspberry Pi 4創建應用程式。本書涵蓋了使用最新版本的Python 3進行影像處理,使用Raspberry Pi OS和Raspberry Pi 4B 8 GB RAM模型作為首選計算平台。
第二版首先介紹了在最新型號的Raspberry Pi上安裝Raspberry Pi OS,然後介紹了Python編程語言、Python的集成開發環境以及數字影像處理。接著介紹了影像處理的理論基礎,以及影像處理的高級操作。然後回顧了使用NumPy和Matplotlib進行影像處理,以及影像的轉換、插值和測量。
本書以清晰、有系統的方式討論了不同類型的濾波器,如卷積濾波器、低通濾波器、高通濾波器和傅立葉濾波器。此外,本書還介紹了各種影像處理技術,如形態學、閾值處理和分割,以及使用Python的影像處理庫OpenCV進行實時網絡攝像頭輸入的章節。本書以一個附錄結束,介紹了一個用於Python的新影像處理庫pgmagik,並提供了一些與RPi相關的重要提示和技巧。
你將學到什麼
- 開始使用Raspberry Pi和Python
- 了解使用Pillow進行影像處理
- 瞭解如何使用NumPy和Matplotlib進行影像處理
- 使用Pi攝像頭和網絡攝像頭
本書適合對象
- Raspberry Pi和物聯網愛好者
- Python和開源專業人士
作者簡介
Ashwin Pajankar earned a Master of Technology in Computer Science Engineering from IIIT Hyderabad and has over 25 years of programming experience. He started his journey in programming and electronics at the tender age of 7 with a MS-DOS computer and BASIC programming language. He is now proficient in Assembly programming, C, C++, Java, Shell Scripting, JavaScript, Go Programming, HTML, and Python. His other technical expertise includes single board computers such as Raspberry Pi and Banana Pro, and microcontroller boards (Arduino), and embedded boards (BBC Micro Bit). He has worked extensively on domains such as Software/Product Testing, Software Automation, Databases, Data Analytics, Computer Vision, and Web Development.
Ashwin is currently a freelance online instructor teaching programming and electronics to more than 8200 professionals. He also regularly conducts live programming boot camps for software professionals. His growing Youtube channel has an audience of more than 11000 subscribers. He has published more than 20 books on programming and electronics with many international publications, including Apress and regularly reviews books on programming written by other authors.
作者簡介(中文翻譯)
Ashwin Pajankar在IIIT Hyderabad獲得了計算機科學工程的碩士學位,並擁有超過25年的編程經驗。他在7歲時就開始接觸MS-DOS計算機和BASIC編程語言,並在編程和電子領域上展開了他的旅程。他現在精通組合語言編程、C、C++、Java、Shell腳本、JavaScript、Go編程、HTML和Python。他的其他技術專長還包括樹莓派和香蕉派等單板計算機,以及微控制器板(Arduino)和嵌入式板(BBC Micro Bit)。他在軟件/產品測試、軟件自動化、數據庫、數據分析、計算機視覺和網絡開發等領域有豐富的工作經驗。
Ashwin目前是一名自由職業的在線教師,教授編程和電子學給超過8200名專業人士。他還定期舉辦軟件專業人士的現場編程訓練營。他的Youtube頻道擁有超過11000名訂閱者的觀眾。他已經出版了20多本關於編程和電子學的書籍,其中包括Apress等國際出版社,並經常審閱其他作者撰寫的編程書籍。