Title:
MEDICAL-IMAGE PROCESSING DEVICE AND METHOD, MACHINE LEARNING SYSTEM, PROGRAM, AND STORAGE MEDIUM
Document Type and Number:
WIPO Patent Application WO/2020/003990
Kind Code:
A1
Abstract:
Provided are a medical-image processing device and method, a machine learning system, and a program that can restrain the amount of communication, alleviating the burden of processing for relearning or additional learning performed by a machine learning device. A medical-image processing device (13) is provided with: a learner (26) that performs additional learning for a first computer-aided diagnosis device on the basis of an input medical image; an evaluation unit that compares a second computer-aided diagnosis device, which is obtained through the additional learning, with the first computer-aided diagnosis device to evaluate whether or not learned difference information resulting from the additional learning contributes to a performance improvement of the first computer-aided diagnosis device; a communication determination unit that determines, on the basis of the result of the evaluation, whether or not it is necessary to communicate the learned difference information; and a communication unit (34) that outputs the learned difference information according to the result of the determination by the communication determination unit.
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Inventors:
KAWAHARA MISAKI (JP)
MIURA GORO (JP)
NAITO SATOSHI (JP)
KAMON SHUMPEI (JP)
OOSAKE MASAAKI (JP)
MIURA GORO (JP)
NAITO SATOSHI (JP)
KAMON SHUMPEI (JP)
OOSAKE MASAAKI (JP)
Application Number:
PCT/JP2019/022908
Publication Date:
January 02, 2020
Filing Date:
June 10, 2019
Export Citation:
Assignee:
FUJIFILM CORP (JP)
International Classes:
A61B6/00; A61B1/045; A61B5/00; A61B6/03; G06N20/00; G06T7/00; G06V10/774; G06V10/776; G16H30/40
Domestic Patent References:
| WO2010005034A1 | 2010-01-14 |
Foreign References:
| JP2017187918A | 2017-10-12 | |||
| JP2002174603A | 2002-06-21 | |||
| US20060018524A1 | 2006-01-26 | |||
| JP2013192624A | 2013-09-30 | |||
| JP2007528746A | 2007-10-18 | |||
| JP2015116319A | 2015-06-25 |
Other References:
NOMURA YUKIHIRO: ""Development clinical use , continuous performance improvement of CAD software based on multi-institutional collaboration in Teleradiologie environment",", MEDICAL IMAGING TECHNOLOGY, vol. 32, no. 2, 1 March 2014 (2014-03-01), pages 98 - 108, XP055666943
See also references of EP 3815610A4
See also references of EP 3815610A4
Attorney, Agent or Firm:
MATSUURA, Kenzo (JP)
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