Face Analysis Under Uncontrolled Conditions
Face Analysis Under Uncontrolled Conditions
ISBN: 9781394173846
Author: Benjamin Allaert; Romain Belmonte
Publisher: Gardners
Published Date: September 14, 2022
Digital eBook
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Face analysis is essential for a large number of applications such as human-computer interaction or multimedia (e.g. content indexing and retrieval). Although many approaches are under investigation, performance under uncontrolled conditions is still not satisfactory. The variations that impact facial appearance (e.g. pose, expression, illumination, occlusion, motion blur) make it a difficult problem to solve.This book describes the progress towards this goal, from a core building block landmark detection to the higher level of micro and macro expression recognition. Specifically, the book addresses the modeling of temporal information to coincide with the dynamic nature of the face. It also includes a benchmark of recent solutions along with details about the acquisition of a dataset for such tasks.
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