DocumentCode
1496515
Title
Active Testing for Face Detection and Localization
Author
Sznitman, Raphael ; Jedynak, Bruno
Author_Institution
Dept. of Comput. Sci., Johns Hopkins Univ., Baltimore, MD, USA
Volume
32
Issue
10
fYear
2010
Firstpage
1914
Lastpage
1920
Abstract
We provide a novel search technique which uses a hierarchical model and a mutual information gain heuristic to efficiently prune the search space when localizing faces in images. We show exponential gains in computation over traditional sliding window approaches, while keeping similar performance levels.
Keywords
face recognition; search problems; active testing; face detection; face localization; hierarchical model; mutual information gain heuristic; search technique; Active testing; coarse-to-fine search; face detection; face localization.; visual search; Algorithms; Artificial Intelligence; Face; Humans; Image Processing, Computer-Assisted; Pattern Recognition, Automated;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/TPAMI.2010.106
Filename
5467088
Link To Document