Associative-memory-based human face detection

Authors
Citation
Mc. Su et Ch. Chou, Associative-memory-based human face detection, IEICE T INF, E84D(8), 2001, pp. 1067-1074
Citations number
21
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
ISSN journal
09168532 → ACNP
Volume
E84D
Issue
8
Year of publication
2001
Pages
1067 - 1074
Database
ISI
SICI code
0916-8532(200108)E84D:8<1067:AHFD>2.0.ZU;2-9
Abstract
In this paper, we explore the possibility of applying associative memories for locating frontal views of human faces in complex scenes. An appealing p roperty of the associative-memory-based face detection system is that learn ing of the associative memory may be achieved by using a simple Hebbian lea rning rule. In addition, a simple heuristic rule is used to quickly filter a certain amount of nonface images at the very beginning of the whole detec tion procedure. By using the rule, we won't waste unnecessary computational resources on those nonface images. A database consisting of 74 images was used to test the performance of our associative-memory-based human face det ection system.