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What is Image Acquisition

Challenges and Applications for Implementing Machine Learning in Computer Vision
In image processing, image acquisition is an action of retrieving image from an external source for further processing. It’s always the foundation step in the workflow since no process is available before obtaining an image.
Published in Chapter:
Development of Class Attendance System Using Face Recognition for Faculty of Mechanical and Manufacturing Engineering, Universiti Tun Hussein Onn Malaysia
Pauline Ong (Universiti Tun Hussein Onn Malaysia, Malaysia), Tze Wei Chong (Universiti Tun Hussein Onn Malaysia, Malaysia), and Woon Kiow Lee (Universiti Tun Hussein Onn Malaysia, Malaysia)
DOI: 10.4018/978-1-7998-0182-5.ch001
Abstract
The traditional approach of student attendance monitoring system in Universiti Tun Hussein Onn Malaysia is slow and disruptive. As a solution, biometric verification based on face recognition for student attendance monitoring was presented. The face recognition system consisted of five main stages. Firstly, face images under various conditions were acquired. Next, face detection was performed using the Viola Jones algorithm to detect the face in the original image. The original image was minimized and transformed into grayscale for faster computation. Histogram techniques of oriented gradients was applied to extract the features from the grayscale images, followed by the principal component analysis (PCA) in dimension reduction stage. Face recognition, the last stage of the entire system, using support vector machine (SVM) as classifier. The development of a graphical user interface for student attendance monitoring was also involved. The highest face recognition accuracy of 62% was achieved. The obtained results are less promising which warrants further analysis and improvement.
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An Intelligent Machine-Driven Perspective to Archaeological Pottery Reassembly
The process of capturing an unprocessed image from an object or scene by an optical device into a manageable form for processing and analysis purposes.
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