Robust face detection based on components and their topology

被引:0
作者
Goldmann, L [1 ]
Mönich, U [1 ]
Sikora, T [1 ]
机构
[1] Tech Univ Berlin, Commun Syst Grp, Einsteinufer 17, D-10587 Berlin, Germany
来源
VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2006, PTS 1 AND 2 | 2006年 / 6077卷
关键词
face detection; components; topolog; Haar features; boosting; graph matching;
D O I
10.1117/12.643078
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel approach for automatic and robust object detection. It utilizes a component-based approach that combines techniques from both statistical and structural pattern recognition domain. While the component detection relies on Haar-like features and an AdaBoost trained classifier cascade, the topology verification is based on graph matching techniques. The system was applied to face detection and the experiments show its outstanding performance in comparison to other face detection approaches. Especially in the presence of partial occlusions, uneven illumination and out-of-plane rotations it yields higher robustness.
引用
收藏
页数:10
相关论文
共 50 条
[31]   Wide aspect ratio matching for robust face detection [J].
Luo, Shi ;
Li, Xiongfei ;
Zhang, Xiaoli .
MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (07) :10535-10552
[32]   A novel approach for robust, fast and accurate face detection [J].
Srisuk, S ;
Kurutach, W ;
Limpitikeat, K .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2001, 9 (06) :769-779
[33]   A multi-expert approach for robust face detection [J].
Huang, Lin-Lin ;
Shimizu, Akinobu .
PATTERN RECOGNITION, 2006, 39 (09) :1695-1703
[34]   A robust face detection method using probability maps [J].
Matsumoto, Miki ;
Uchida, Osamu ;
Nakanishi, Shohachiro .
PROCEEDINGS OF THE 2ND WSEAS INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATIONS: MODERN TOPICS OF COMPUTER SCIENCE, 2008, :79-+
[35]   Fast and Robust Face Detection Using Evolutionary Pruning [J].
Jang, Jun-Su ;
Kim, Jong-Hwan .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2008, 12 (05) :562-571
[36]   Efficient and robust face detection from color images [J].
Guan, Yepeng ;
Wu, Pin ;
Lu, Naijiang ;
Liu, Xiaochun .
WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, :431-431
[37]   A robust face detection for human interactive mobile robot [J].
Hidai, K ;
Kanamori, T ;
Mizoguchi, H ;
Hiraoka, K ;
Tanaka, M ;
Shigehara, T ;
Mishima, T .
MOBILE ROBOTS XV AND TELEMANIPULATOR AND TELEPRESENCE TECHNOLOGIES VII, 2001, 4195 :171-180
[38]   Robust Face Detection for Low-Resolution Images [J].
Hayashi, Shinji ;
Hasegawa, Osamu .
JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2006, 10 (01) :93-101
[39]   Wide aspect ratio matching for robust face detection [J].
Shi Luo ;
Xiongfei Li ;
Xiaoli Zhang .
Multimedia Tools and Applications, 2023, 82 :10535-10552
[40]   Robust face detection using Gabor filter features [J].
Huang, LL ;
Shimizu, A ;
Kobatake, H .
PATTERN RECOGNITION LETTERS, 2005, 26 (11) :1641-1649