Title:
CAD (COMPUTER-AIDED DECISION) SUPPORT FOR MEDICAL IMAGING USING MACHINE LEARNING TO ADAPT CAD PROCESS WITH KNOWLEDGE COLLECTED DURING ROUTINE USE OF CAD SYSTEM
Document Type and Number:
WIPO Patent Application WO2005001742
Kind Code:
A3
Abstract:
CAD (computer-aided decision) support systems, methods and tools for medical imaging are provided, which use machine learning classification for automated detection and marking of regions of interest in medical images. Machine learning methods are used for adapting/optimizing a CAD process by seamlessly incorporating physician knowledge into the CAD process using training data that is obtained during routine use of the CAD system.
Inventors:
KRISHNAN ARUN
STOECKEL JONATHAN
STOECKEL JONATHAN
Application Number:
PCT/US2004/020760
Publication Date:
March 24, 2005
Filing Date:
June 28, 2004
Export Citation:
Assignee:
SIEMENS MEDICAL SOLUTIONS (US)
International Classes:
A61B5/00; A61B8/00; A61B8/12; A61B8/14; G06F17/00; G06F17/50; G06K9/00; G06K9/62; G06N5/00; G06T7/00; H03K19/00; (IPC1-7): G06K9/62; G06F19/00
Domestic Patent References:
| WO2001071660A2 | 2001-09-27 |
Foreign References:
| US20020076091A1 | 2002-06-20 | |||
| US20020070970A1 | 2002-06-13 |
Other References:
CHIOU Y S P ET AL: "Neural-knowledge base object detection in Hybrid Lung Nodule Detection (HLND) system", NEURAL NETWORKS, 1994. IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE., 1994 IEEE INTERNATIONAL CONFERENCE ON ORLANDO, FL, USA 27 JUNE-2 JULY 1994, NEW YORK, NY, USA,IEEE, 27 June 1994 (1994-06-27), pages 4180 - 4185, XP010128047, ISBN: 0-7803-1901-X
LI H ET AL: "COMPUTERIZED RADIOGRAPHIC MASS DETECTION-PART II: DECISION SUPPORT BY FEATURED DATABASE VISUALIZATION AND MODULAR NEURAL NETWORKS", IEEE TRANSACTIONS ON MEDICAL IMAGING, IEEE INC. NEW YORK, US, vol. 20, no. 4, April 2001 (2001-04-01), pages 302 - 313, XP001096856, ISSN: 0278-0062
CHAN M ET AL: "Incremental learning in a multilayer neural network as an aid to Alzheimer's disease diagnosis", PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS. LE TOUQUET, OCT. 17 - 20, 1993, NEW YORK, IEEE, US, vol. VOL. 3, 17 October 1993 (1993-10-17), pages 1 - 4, XP010132420, ISBN: 0-7803-0911-1
KYOUNG-MI LEE ET AL: "Automatic image segmentation and classification using on-line shape learning", PROCEEDINGS FIFTH IEEE WORKSHOP ON APPLICATIONS OF COMPUTER VISION IEEE COMPUT. SOC LOS ALAMITOS, CA, USA, 2000, pages 64 - 70, XP002307698, ISBN: 0-7695-0813-8
LI H ET AL: "COMPUTERIZED RADIOGRAPHIC MASS DETECTION-PART II: DECISION SUPPORT BY FEATURED DATABASE VISUALIZATION AND MODULAR NEURAL NETWORKS", IEEE TRANSACTIONS ON MEDICAL IMAGING, IEEE INC. NEW YORK, US, vol. 20, no. 4, April 2001 (2001-04-01), pages 302 - 313, XP001096856, ISSN: 0278-0062
CHAN M ET AL: "Incremental learning in a multilayer neural network as an aid to Alzheimer's disease diagnosis", PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS. LE TOUQUET, OCT. 17 - 20, 1993, NEW YORK, IEEE, US, vol. VOL. 3, 17 October 1993 (1993-10-17), pages 1 - 4, XP010132420, ISBN: 0-7803-0911-1
KYOUNG-MI LEE ET AL: "Automatic image segmentation and classification using on-line shape learning", PROCEEDINGS FIFTH IEEE WORKSHOP ON APPLICATIONS OF COMPUTER VISION IEEE COMPUT. SOC LOS ALAMITOS, CA, USA, 2000, pages 64 - 70, XP002307698, ISBN: 0-7695-0813-8
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