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The Computer Vision Workshop

You're reading from   The Computer Vision Workshop Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects

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Product type Paperback
Published in Jul 2020
Publisher Packt
ISBN-13 9781800201774
Length 568 pages
Edition 1st Edition
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Authors (3):
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Nikhil Singh Nikhil Singh
Author Profile Icon Nikhil Singh
Nikhil Singh
Hafsa Asad Hafsa Asad
Author Profile Icon Hafsa Asad
Hafsa Asad
Vishwesh Ravi Shrimali Vishwesh Ravi Shrimali
Author Profile Icon Vishwesh Ravi Shrimali
Vishwesh Ravi Shrimali
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Toc

Summary

In this chapter, we discussed the concepts of facial recognition and object detection. In the first part, we discussed three popular classical algorithms for facial recognition. We started with the Eigenface method, and then we discussed its limitations. Then, we moved on to the next method, called Fisherface, and discussed how it solves the limitations of the Eigenface method. We looked into the limitations of Fisherface as well. Finally, we concluded our study of facial recognition with a look at the LBPH method. We have also implemented three different face recognizers using these three methods. We observed that these methods work well if the illumination of images is uniform, and if the face in the image is facing the camera head-on rather than at an angle.

In the second part, we discussed three different object detection algorithms. We started with a recently developed algorithm called MobileNet SSD. In this section, we discussed how SSD performs object detection in...

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