Fitting a Single Active Appearance Model Simultaneously to Multiple Images
Conference Paper, Proceedings of British Machine Vision Conference (BMVC '04), September, 2004
Abstract
Active Appearance Models (AAMs) are a well studied 2D deformable model. One recently proposed extension of AAMs to multiple images is the Coupled-View AAM. Coupled-View AAMs model the 2D shape and appearance of a face in two or more views simultaneously. The major limitation of Coupled-View AAMs, however, is that they are specific to a particular set of cameras, both in geometry and the photometric responses. In this paper, we describe how a single AAM can be fit to multiple images, captured simultaneously by cameras with arbitrary geometry and response functions. Our algorithm retains the major benefits of Coupled-View AAMs:~the integration of information from multiple images into a single model, and improved fitting robustness.
BibTeX
@conference{Hu-2004-9021,author = {Changbo Hu and Jing Xiao and Iain Matthews and Simon Baker and Jeffrey Cohn and Takeo Kanade},
title = {Fitting a Single Active Appearance Model Simultaneously to Multiple Images},
booktitle = {Proceedings of British Machine Vision Conference (BMVC '04)},
year = {2004},
month = {September},
}
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