WO2004102467A3 - Component fusion for face detection - Google Patents

Component fusion for face detection Download PDF

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Publication number
WO2004102467A3
WO2004102467A3 PCT/EP2004/050796 EP2004050796W WO2004102467A3 WO 2004102467 A3 WO2004102467 A3 WO 2004102467A3 EP 2004050796 W EP2004050796 W EP 2004050796W WO 2004102467 A3 WO2004102467 A3 WO 2004102467A3
Authority
WO
WIPO (PCT)
Prior art keywords
components
fusion
detecting
statistical model
component
Prior art date
Application number
PCT/EP2004/050796
Other languages
French (fr)
Other versions
WO2004102467A2 (en
Inventor
Dorin Comaniciu
Visvanathan Ramesh
Markus Simon
Binglong Xie
Original Assignee
Siemens Corp Res Inc
Dorin Comaniciu
Visvanathan Ramesh
Markus Simon
Binglong Xie
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Siemens Corp Res Inc, Dorin Comaniciu, Visvanathan Ramesh, Markus Simon, Binglong Xie filed Critical Siemens Corp Res Inc
Publication of WO2004102467A2 publication Critical patent/WO2004102467A2/en
Publication of WO2004102467A3 publication Critical patent/WO2004102467A3/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16—Human faces, e.g. facial parts, sketches or expressions
    • G06V40/168—Feature extraction; Face representation
    • G06V40/171—Local features and components; Facial parts ; Occluding parts, e.g. glasses; Geometrical relationships

Abstract

A system (100) and method for object detection are provided where the system includes a component detection unit (170) for detecting components in an image, a component fusion unit (180) in signal communication with the component detection unit for fusing the components into an object, and a CPU (102) in signal communication with the detection and fusion units for comparing the fused components with a statistical model; and the method includes receiving observation data for a plurality of training images, forming at least one statistical model from the plurality of training images, receiving an input image having a plurality of pixels, detecting a plurality of components in the input image, determining a fusion of the detected components, comparing the fusion with the statistical model, and detecting an object in accordance with the comparison.
PCT/EP2004/050796 2003-05-14 2004-05-13 Component fusion for face detection WO2004102467A2 (en)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US47057803P 2003-05-14 2003-05-14
US60/470,578 2003-05-14
US10/842,802 2004-05-11
US10/842,802 US7602941B2 (en) 2003-05-14 2004-05-11 Component fusion for face detection

Publications (2)

Publication Number Publication Date
WO2004102467A2 WO2004102467A2 (en) 2004-11-25
WO2004102467A3 true WO2004102467A3 (en) 2008-01-03

Family

ID=33457193

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/EP2004/050796 WO2004102467A2 (en) 2003-05-14 2004-05-13 Component fusion for face detection

Country Status (2)

Country Link
US (1) US7602941B2 (en)
WO (1) WO2004102467A2 (en)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8331674B2 (en) 2007-04-06 2012-12-11 International Business Machines Corporation Rule-based combination of a hierarchy of classifiers for occlusion detection
US9265458B2 (en) 2012-12-04 2016-02-23 Sync-Think, Inc. Application of smooth pursuit cognitive testing paradigms to clinical drug development
US9380976B2 (en) 2013-03-11 2016-07-05 Sync-Think, Inc. Optical neuroinformatics
US9208567B2 (en) * 2013-06-04 2015-12-08 Apple Inc. Object landmark detection in images

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6137909A (en) * 1995-06-30 2000-10-24 The United States Of America As Represented By The Secretary Of The Navy System and method for feature set reduction
US6301370B1 (en) * 1998-04-13 2001-10-09 Eyematic Interfaces, Inc. Face recognition from video images
US6609093B1 (en) * 2000-06-01 2003-08-19 International Business Machines Corporation Methods and apparatus for performing heteroscedastic discriminant analysis in pattern recognition systems
US7099510B2 (en) * 2000-11-29 2006-08-29 Hewlett-Packard Development Company, L.P. Method and system for object detection in digital images

Non-Patent Citations (8)

* Cited by examiner, † Cited by third party
Title
BILESCHI, STANLEY M.; HEISELE, BERND: "advances in Component-based Face Detection", LECTURE NOTES IN COMPUTER SCIENCE, SPRINGER VERLAG, vol. 2388, 2002, NEW YORK, NY, US, pages 135 - 143, XP002297851, Retrieved from the Internet <URL:http://cbcl.mit.edu/projects/cbcl/publications/ps/bileschi-heisele.pdf> [retrieved on 20040919] *
BOULT, TERRANCE; COMANICIU, DORIN; RAMESH, VISVANATHAN; SIMON, MARKUS; XIE, BINGLONG: "Component Fusion for Face Detection in the Presence of Heteroscedastic Noise", 13 June 2003 (2003-06-13), XP002297853, Retrieved from the Internet <URL:http://www.caip.rutgers.edu/comanici/Papers/ComponentFusion.pdf> [retrieved on 20040921] *
COOTES T F ET AL: "Statistical models of appearance for medical image analysis and computer vision", PROCEEDINGS OF THE SPIE, SPIE, BELLINGHAM, VA, US, vol. 4322, no. PART 1-3, 19 February 2001 (2001-02-19), pages 236 - 248, XP009020085, ISSN: 0277-786X *
HEISELE B ET AL: "Component-based face detection", PROCEEDINGS 2001 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION. CVPR 2001. KAUAI, HAWAII, DEC. 8 - 14, 2001, PROCEEDINGS OF THE IEEE COMPUTER CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, LOS ALAMITOS, CA, IEEE COMP. SOC, US, vol. VOL. 1 OF 2, 8 December 2001 (2001-12-08), pages 657 - 662, XP010583806, ISBN: 0-7695-1272-0, Retrieved from the Internet <URL:http://cbcl.mit.edu/projects/cbcl/publications/ps/cvpr2001-1.pdf> [retrieved on 20040921] *
LEUNG T K ET AL: "Finding faces in cluttered scenes using random labeled graph matching", COMPUTER VISION, 1995. PROCEEDINGS., FIFTH INTERNATIONAL CONFERENCE ON CAMBRIDGE, MA, USA 20-23 JUNE 1995, LOS ALAMITOS, CA, USA,IEEE COMPUT. SOC, US, 20 June 1995 (1995-06-20), pages 637 - 644, XP010147038, ISBN: 0-8186-7042-8 *
POGGIO T ET AL: "FINDING HUMAN FACES WITH A GAUSSIAN MIXTURE DISTRIBUTION-BASED FACE MODEL", PROCEEDINGS OF THE ASIAN CONFERENCE ON COMPUTER VISION, XX, XX, vol. 2, 5 December 1995 (1995-12-05), pages 437 - 446, XP000616938 *
SCHAPIRE, ROBERT E.: "The Boosting Approach to Machine Learning An Overview", MSRI WORKSHOP ON NONLINEAR ESTIMATION AND CLASSIFICATION , 2002, 19 December 2001 (2001-12-19), XP002297852, Retrieved from the Internet <URL:http://www.research.att.com/~schapire/publist.html> [retrieved on 20040919] *
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Also Published As

Publication number Publication date
WO2004102467A2 (en) 2004-11-25
US7602941B2 (en) 2009-10-13
US20050001013A1 (en) 2005-01-06

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