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Face Analysis Under Uncontrolled Conditions: From Face Detection to Expression Recognition

Face Analysis Under Uncontrolled Conditions: From Face Detection to Expression Recognition

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Face Analysis Under Uncontrolled Conditions: From Face Detection to Expression Recognition

Face Analysis Under Uncontrolled Conditions: From Face Detection to Expression Recognition

Category

Machine Learning

Natural Language Processing

Data Analysis

Author

Romain Belmonte

Publication

Wiley-ISTE

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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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ISBN-10

ISBN-13

9781789451115

Publisher

Wiley-ISTE

Price

132

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PDF

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0

Romain Belmonte

Romain Belmonte

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