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OpenCV with Python Blueprints

You're reading from   OpenCV with Python Blueprints Design and develop advanced computer vision projects using OpenCV with Python

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Product type Paperback
Published in Oct 2015
Publisher Packt
ISBN-13 9781785282690
Length 230 pages
Edition 1st Edition
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Authors (2):
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Michael Beyeler (USD) Michael Beyeler (USD)
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Michael Beyeler (USD)
Michael Beyeler Michael Beyeler
Author Profile Icon Michael Beyeler
Michael Beyeler
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Toc

Planning the app


The final app will consist of a main script that integrates the process flow end-to-end, from face detection to facial expression recognition, as well as some utility functions to help along the way.

Thus, the end product will require several components:

  • chapter7: The main script and entry-point for the chapter.

  • chapter7.FaceLayout: A custom layout based on gui.BaseLayout that operates in two different modes:

    • Training mode: In the training mode, the app will collect image frames, detect a face therein, assign a label depending on the facial expression, and upon exiting, save all the collected data samples in a file, so that it can be parsed by datasets.homebrew.

    • Testing mode: In the testing mode, the app will detect a face in each video frame and predict the corresponding class label by using a pre-trained MLP.

  • chapter3.main: The main function routine to start the GUI application.

  • detectors.FaceDetector: A class for face detection.

    • detect: A method to detect faces in a grayscale...

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