Face analysis under uncontrolled conditions from face detection to expression recognition

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 faci...

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Bibliographic Details
Main Author: Belmonte, Romain
Other Authors: Allaert, Benjamin
Format: eBook
Language:English
Published: [Place of publication not identified] John Wiley & Sons, Inc. 2022
Series:Sciences. Image. Information seeking in images and videos
Subjects:
Online Access:
Collection: O'Reilly - Collection details see MPG.ReNa
Description
Summary: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
Physical Description:1 online resource
ISBN:9781394173853