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Book ChapterDOI

Developing Prototype for Prosopagnosia Using PCA

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TLDR
The prototype system is trained using 30 candidates’ images including 10 images per candidate under distinct angles and was able to achieve 98% face detection, and can be trained at any point of time.
Abstract
Prosopagnosia primarily known as face blindness is a brain disorder in which a person is not able to recognize faces. In the device a portable camera is used to capture the real time movement of a person. In the main system face is detected using Voila –Jones Algorithm & hue channel detection. Using Principal Component Analysis (PCA) face is recognized. It is compared with the trained database and displays the basic information about the person if a similar trained data is found otherwise, it is declared as unknown. For new database, system can be trained at any point of time. The prototype system is trained using 30 candidates’ images including 10 images per candidate under distinct angles. The system was able to achieve 98% face detection. It provides the patients an aid to help them recognize people in front of them in seconds.

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References
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Proceedings ArticleDOI

Rapid object detection using a boosted cascade of simple features

TL;DR: A machine learning approach for visual object detection which is capable of processing images extremely rapidly and achieving high detection rates and the introduction of a new image representation called the "integral image" which allows the features used by the detector to be computed very quickly.
Proceedings ArticleDOI

Real time face and object tracking as a component of a perceptual user interface

TL;DR: An efficient, new algorithm is described here based on the mean shift algorithm, which robustly finds the mode (peak) of probability distributions within a video scene and is used as an interface for games and graphics.
Proceedings ArticleDOI

Modeling prosopagnosia using dynamic artificial neural networks

TL;DR: Simulations show that the recall performance of the names associated with faces decrease with the size of lesion without affecting the performance ofThe objects.
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