OpenCV with Python By Example(Paperback)
暫譯: 使用 Python 的 OpenCV 實例解析(平裝本)
Prateek Joshi
- 出版商: Packt Publishing
- 售價: $2,200
- 貴賓價: 9.5 折 $2,090
- 語言: 英文
- 頁數: 296
- 裝訂: Paperback
- ISBN: 1785283936
- ISBN-13: 9781785283932
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相關分類:
影像辨識 Image-recognition、Python、程式語言
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其他版本:
OpenCV 3.x with Python By Example, 2/e
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相關主題
商品描述
Build real-world computer vision applications and develop cool demos using OpenCV for Python
About This Book
- Learn how to apply complex visual effects to images using geometric transformations and image filters
- Extract features from an image and use them to develop advanced applications
- Build algorithms to help you understand the image content and perform visual searches
Who This Book Is For
This book is intended for Python developers who are new to OpenCV and want to develop computer vision applications with OpenCV-Python. This book is also useful for generic software developers who want to deploy computer vision applications on the cloud. It would be helpful to have some familiarity with basic mathematical concepts such as vectors, matrices, and so on.
What You Will Learn
- Apply geometric transformations to images, perform image filtering, and convert an image into a cartoon-like image
- Detect and track various body parts such as the face, nose, eyes, ears, and mouth
- Stitch multiple images of a scene together to create a panoramic image
- Make an object disappear from an image
- Identify different shapes, segment an image, and track an object in a live video
- Recognize an object in an image and build a visual search engine
- Reconstruct a 3D map from images
- Build an augmented reality application
In Detail
Computer vision is found everywhere in modern technology. OpenCV for Python enables us to run computer vision algorithms in real time. With the advent of powerful machines, we are getting more processing power to work with. Using this technology, we can seamlessly integrate our computer vision applications into the cloud. Web developers can develop complex applications without having to reinvent the wheel.
This book will walk you through all the building blocks needed to build amazing computer vision applications with ease. We start off with applying geometric transformations to images. We then discuss affine and projective transformations and see how we can use them to apply cool geometric effects to photos. We will then cover techniques used for object recognition, 3D reconstruction, stereo imaging, and other computer vision applications.
This book will also provide clear examples written in Python to build OpenCV applications. The book starts off with simple beginner's level tasks such as basic processing and handling images, image mapping, and detecting images. It also covers popular OpenCV libraries with the help of examples.
The book is a practical tutorial that covers various examples at different levels, teaching you about the different functions of OpenCV and their actual implementation.
Style and approach
This is a conversational-style book filled with hands-on examples that are really easy to understand. Each topic is explained very clearly and is followed by a programmatic implementation so that the concept is solidified. Each topic contributes to something bigger in the following chapters, which helps you understand how to piece things together to build something big and complex.
商品描述(中文翻譯)
**建立真實世界的電腦視覺應用程式,並使用 OpenCV for Python 開發酷炫的示範**
## 本書介紹
- 學習如何使用幾何變換和影像濾鏡將複雜的視覺效果應用於影像
- 從影像中提取特徵並利用這些特徵開發進階應用程式
- 建立演算法以幫助您理解影像內容並執行視覺搜尋
## 本書適合誰
本書適合對 OpenCV 新手的 Python 開發者,想要使用 OpenCV-Python 開發電腦視覺應用程式的讀者。本書對於希望在雲端部署電腦視覺應用程式的一般軟體開發者也很有幫助。對於基本數學概念(如向量、矩陣等)有一定的熟悉度會更有助益。
## 您將學到什麼
- 將幾何變換應用於影像,執行影像濾鏡,並將影像轉換為卡通風格的影像
- 偵測和追蹤各種身體部位,如臉部、鼻子、眼睛、耳朵和嘴巴
- 將多張場景影像拼接在一起以創建全景影像
- 使物體從影像中消失
- 識別不同的形狀,對影像進行分割,並在實時視頻中追蹤物體
- 在影像中識別物體並建立視覺搜尋引擎
- 從影像重建 3D 地圖
- 建立擴增實境應用程式
## 詳細內容
電腦視覺在現代科技中無處不在。OpenCV for Python 使我們能夠實時運行電腦視覺演算法。隨著強大機器的出現,我們獲得了更多的處理能力。利用這項技術,我們可以將電腦視覺應用程式無縫整合到雲端。網頁開發者可以開發複雜的應用程式,而無需重新發明輪子。
本書將引導您了解構建驚人電腦視覺應用程式所需的所有基本組件。我們首先從將幾何變換應用於影像開始。接著討論仿射變換和投影變換,並了解如何利用它們為照片應用酷炫的幾何效果。然後我們將涵蓋用於物體識別、3D 重建、立體成像及其他電腦視覺應用程式的技術。
本書還將提供清晰的 Python 範例來構建 OpenCV 應用程式。本書從簡單的初學者任務開始,例如基本的影像處理和處理、影像映射和影像偵測。它還涵蓋了流行的 OpenCV 函式庫,並提供範例說明。
本書是一個實用的教程,涵蓋不同層次的各種範例,教您 OpenCV 的不同功能及其實際實現。
## 風格與方法
這是一本對話式風格的書籍,充滿了易於理解的實作範例。每個主題都非常清楚地解釋,並隨後提供程式實作,以鞏固概念。每個主題都為後續章節中的更大內容做出貢獻,幫助您理解如何將各個部分拼湊在一起,構建出大型且複雜的應用程式。