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You're reading from  Deep Learning for Computer Vision

Product typeBook
Published inJan 2018
Reading LevelIntermediate
PublisherPackt
ISBN-139781788295628
Edition1st Edition
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Author (1)
Rajalingappaa Shanmugamani
Rajalingappaa Shanmugamani
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Rajalingappaa Shanmugamani

Rajalingappaa Shanmugamani is currently working as an Engineering Manager for a Deep learning team at Kairos. Previously, he worked as a Senior Machine Learning Developer at SAP, Singapore and worked at various startups in developing machine learning products. He has a Masters from Indian Institute of TechnologyMadras. He has published articles in peer-reviewed journals and conferences and submitted applications for several patents in the area of machine learning. In his spare time, he coaches programming and machine learning to school students and engineers.
Read more about Rajalingappaa Shanmugamani

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Human face analysis


The human face can be analyzed in multiple ways using computer vision. There are several factors that are to be considered for this, which are listed here:

  • Face detection: Finding the bounding box of location of faces
  • Facial landmark detection: Finding the spatial points of facial features such as nose, mouth and so on
  • Face alignment: Transforming the face into a frontal face for further analysis
  • Attribute recognition: Finding attributes such as gender, smiling and so on
  • Emotion analysis: Analysing the emotions of persons
  • Face verification: Finding whether two images belong to the same person
  • Face recognition: Finding an identity for the face
  • Face clustering: Grouping the faces of the same person together 

Let's learn about the datasets and implementation of these tasks in detail, in the following sections.

Face detection

Face detection is similar to the object detection, that we discussed in Chapter 4, Object Detection. The locations of the faces have to be detected from the image...

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Deep Learning for Computer Vision
Published in: Jan 2018Publisher: PacktISBN-13: 9781788295628

Author (1)

author image
Rajalingappaa Shanmugamani

Rajalingappaa Shanmugamani is currently working as an Engineering Manager for a Deep learning team at Kairos. Previously, he worked as a Senior Machine Learning Developer at SAP, Singapore and worked at various startups in developing machine learning products. He has a Masters from Indian Institute of TechnologyMadras. He has published articles in peer-reviewed journals and conferences and submitted applications for several patents in the area of machine learning. In his spare time, he coaches programming and machine learning to school students and engineers.
Read more about Rajalingappaa Shanmugamani