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- The Computer Vision Workshop. Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects
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The Computer Vision Workshop. Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects
Hafsa Asad, Vishwesh Ravi Shrimali, Nikhil Singh
Ebook
Computer Vision (CV) has become an important aspect of AI technology. From driverless cars to medical diagnostics and monitoring the health of crops to fraud detection in banking, computer vision is used across all domains to automate tasks. The Computer Vision Workshop will help you understand how computers master the art of processing digital images and videos to mimic human activities.
Starting with an introduction to the OpenCV library, you'll learn how to write your first script using basic image processing operations. You'll then get to grips with essential image and video processing techniques such as histograms, contours, and face processing. As you progress, you'll become familiar with advanced computer vision and deep learning concepts, such as object detection, tracking, and recognition, and finally shift your focus from 2D to 3D visualization. This CV course will enable you to experiment with camera calibration and explore both passive and active canonical 3D reconstruction methods.
By the end of this book, you'll have developed the practical skills necessary for building powerful applications to solve computer vision problems.
Starting with an introduction to the OpenCV library, you'll learn how to write your first script using basic image processing operations. You'll then get to grips with essential image and video processing techniques such as histograms, contours, and face processing. As you progress, you'll become familiar with advanced computer vision and deep learning concepts, such as object detection, tracking, and recognition, and finally shift your focus from 2D to 3D visualization. This CV course will enable you to experiment with camera calibration and explore both passive and active canonical 3D reconstruction methods.
By the end of this book, you'll have developed the practical skills necessary for building powerful applications to solve computer vision problems.
- 1. Basics of Image Processing
- 2. Common Operations When Working with Images
- 3. Working with Histograms
- 4. Working with Contours
- 5. Face Processing in Image and Video
- 6. Object Tracking
- 7. Object Detection and Face Recognition
- 8. OpenVINO with OpenCV
- Title: The Computer Vision Workshop. Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects
- Author: Hafsa Asad, Vishwesh Ravi Shrimali, Nikhil Singh
- Original title: The Computer Vision Workshop. Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects
- ISBN: 9781800207141, 9781800207141
- Date of issue: 2020-07-27
- Format: Ebook
- Item ID: e_2ael
- Publisher: Packt Publishing