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Machine Learning for OpenCV
book

Machine Learning for OpenCV

by Michael Beyeler, Michael Beyeler (USD)
July 2017
Intermediate to advanced
382 pages
9h 13m
English
Packt Publishing
Content preview from Machine Learning for OpenCV

Summary

In this chapter, we learned about SVMs in all their forms and flavors. We now know how to draw decision boundaries in 2D and hyperplanes in high-dimensional spaces. We learned about different SVM kernels, and got to know how to implement them in OpenCV.

In addition, we also applied our newly gained knowledge to the practical example of pedestrian detection. For this, we had to learn about the HOG feature descriptor, and how to collect suitable data for the task. We used bootstrapping to improve the performance of our classifier and combined the classifier with OpenCV's multi-scale detection mechanism.

Not only was that a lot to digest in a single chapter, but you have also made it through half of the book. Congrats!

In the next chapter, ...

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Publisher Resources

ISBN: 9781783980284