July 2004
Intermediate to advanced
688 pages
19h 3m
English
Content preview from Emerging Topics in Computer VisionBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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9.2. Face Detection
Face detection is the first step in automated face recognition. Its reliability has a major influence on the performance and usability of the whole system. Given a single image or a video, an ideal face detection system should be able to identify and locate all faces regardless of their positions, scales, orientations, lighting conditions, expressions, and so on.
Face detection can be performed based on several different cues: skin color (for faces in color images), motion (for faces in videos), facial/head shape, and facial appearance, or a combination of them. Prior knowledge about them can be embedded into the system by learning from training data.
Appearance- and learning-based approaches have so far been the most effective ...
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