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You're reading from  Data Labeling in Machine Learning with Python

Product typeBook
Published inJan 2024
PublisherPackt
ISBN-139781804610541
Edition1st Edition
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Vijaya Kumar Suda
Vijaya Kumar Suda
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Vijaya Kumar Suda

Vijaya Kumar Suda is a seasoned data and AI professional boasting over two decades of expertise collaborating with global clients. Having resided and worked in diverse locations such as Switzerland, Belgium, Mexico, Bahrain, India, Canada, and the USA, Vijaya has successfully assisted customers spanning various industries. Currently serving as a senior data and AI consultant at Microsoft, he is instrumental in guiding industry partners through their digital transformation endeavors using cutting-edge cloud technologies and AI capabilities. His proficiency encompasses architecture, data engineering, machine learning, generative AI, and cloud solutions.
Read more about Vijaya Kumar Suda

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pyOpenAnnotate

pyOpenAnnotate is an open source Python-based annotation tool that automates the image annotation pipeline using OpenCV. It is particularly well-suited for annotating simple datasets, such as images with plain backgrounds or infrared images. pyOpenAnnotate is a single-class automated annotation tool that can help you label and annotate images and videos using computer vision techniques. It is built by harnessing the power of OpenCV. You can check out the Python library documentation to understand how pyOpenAnnotate has been designed: https://pypi.org/project/pyOpenAnnotate/.

You can load your images in a directory and then run the following command to start labeling the bounding boxes for your images:

!annotate --img /path/to/directory/Images

The following image is available in the book’s GitHub path for this chapter.

You can replace the directory path with your own dataset path. This will prompt the tool to label the objects in your image and you can...

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Data Labeling in Machine Learning with Python
Published in: Jan 2024Publisher: PacktISBN-13: 9781804610541

Author (1)

author image
Vijaya Kumar Suda

Vijaya Kumar Suda is a seasoned data and AI professional boasting over two decades of expertise collaborating with global clients. Having resided and worked in diverse locations such as Switzerland, Belgium, Mexico, Bahrain, India, Canada, and the USA, Vijaya has successfully assisted customers spanning various industries. Currently serving as a senior data and AI consultant at Microsoft, he is instrumental in guiding industry partners through their digital transformation endeavors using cutting-edge cloud technologies and AI capabilities. His proficiency encompasses architecture, data engineering, machine learning, generative AI, and cloud solutions.
Read more about Vijaya Kumar Suda