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Face analysis under uncontrolled conditions : from face detection to expression recognition

Belmonte, Romain

Face analysis under uncontrolled conditions : from face detection to expression recognition

Belmonte, Romain

9781394173853

9781394173839

1 online resource.

Sciences. Image. Information seeking in images and videos

Front Matter -- Facial Landmark Detection. Introduction to Part 1 / Romain BELMONTE, Pierre TIRILLY, Ioan Marius BILASCO, Nacim IHADDADENE, Chaabane DJERABA -- Facial Landmark Detection / Romain BELMONTE, Pierre TIRILLY, Ioan Marius BILASCO, Nacim IHADDADENE, Chaabane DJERABA -- Effectiveness of Facial Landmark Detection / Romain BELMONTE, Pierre TIRILLY, Ioan Marius BILASCO, Nacim IHADDADENE, Chaabane DJERABA -- Facial Landmark Detection with Spatio-temporal Modeling / Romain BELMONTE, Pierre TIRILLY, Ioan Marius BILASCO, Nacim IHADDADENE, Chaabane DJERABA -- Conclusion to Part 1 -- Facial Expression Analysis. Introduction to Part 2 / Benjamin ALLAERT, Ioan Marius BILASCO, Chaabane DJERABA -- Extraction of Facial Features / Benjamin ALLAERT, Ioan Marius BILASCO, Chaabane DJERABA -- Facial Expression Modeling / Benjamin ALLAERT, Ioan Marius BILASCO, Chaabane DJERABA -- Facial Motion Characteristics / Benjamin ALLAERT, Ioan Marius BILASCO, Chaabane DJERABA -- Micro- and Macro-Expression Analysis / Benjamin ALLAERT, Ioan Marius BILASCO, Chaabane DJERABA -- Towards Adaptation to Head Pose Variations / Benjamin ALLAERT, Ioan Marius BILASCO, Chaabane DJERABA -- Conclusion to Part 2 -- List of Authors -- Index

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.

John Wiley and Sons

Human face recognition (Computer science)

Reconnaissance faciale (Informatique)

Image Processing.

Computer Science.

COMPUTERS.

Computer Vision & Pattern Recognition.

Electronic books.

Belmonte, Romain

Allaert, Benjamin

https://onlinelibrary.wiley.com/doi/book/10.1002/9781394173853