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Title:
MEDICAL IMAGE PROCESSING DEVICE AND MEDICAL IMAGE PROCESSING PROGRAM
Document Type and Number:
WIPO Patent Application WO/2023/281965
Kind Code:
A1
Abstract:
A control unit of this medical image processing device executes an image acquisition step (S1), an inclination reduction step (S2), and a medical data acquisition step (S4). In the image acquisition step, the control unit acquires a tomographic image including a layer of tissue. In the inclination reduction step, the control unit executes, on the tomographic image, an inclination reduction process of reducing inclination of the layer with respect to a principal direction. In the medical data acquisition step, the control unit acquires medical data by inputting an inclination-reduced image, which is the tomographic image having been subjected to the inclination reduction process in the inclination reduction step, into a mathematical model that has been trained by a machine learning algorithm and that carries out a process with respect to an input image to output medical data.

Inventors:
SHIBA RYOSUKE (JP)
SASAKI TOMOHIRO (JP)
Application Number:
PCT/JP2022/023001
Publication Date:
January 12, 2023
Filing Date:
June 07, 2022
Export Citation:
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Assignee:
NIDEK KK (JP)
International Classes:
G06T1/00; A61B3/10; G06T1/40; G06T5/00
Domestic Patent References:
WO2020003524A12020-01-02
Other References:
LI ANNAN; CHENG JUN; YOW AI PING; SRIVASTAVA RUCHIR; WONG DAMON WING KEE; TEY HONG LIANG; LIU JIANG: "Automated basal cell carcinoma detection in high-definition optical coherence tomography", 2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), IEEE, 16 August 2016 (2016-08-16), pages 2885 - 2888, XP032979777, DOI: 10.1109/EMBC.2016.7591332
SUN ZHONGYANG; SUN YANKUI: "Automatic detection of retinal regions using fully convolutional networks for diagnosis of abnormal maculae in optical coherence tomography images", JOURNAL OF BIOMEDICAL OPTICS, SPIE, 1000 20TH ST. BELLINGHAM WA 98225-6705 USA, vol. 24, no. 5, 1 May 2019 (2019-05-01), 1000 20th St. Bellingham WA 98225-6705 USA , pages 056003 - 056003, XP060138495, ISSN: 1083-3668, DOI: 10.1117/1.JBO.24.5.056003
KARRI S. P. K., CHAKRABORTY DEBJANI, CHATTERJEE JYOTIRMOY: "Transfer learning based classification of optical coherence tomography images with diabetic macular edema and dry age-related macular degeneration", BIOMEDICAL OPTICS EXPRESS, OPTICAL SOCIETY OF AMERICA, UNITED STATES, vol. 8, no. 2, 1 February 2017 (2017-02-01), United States , pages 579, XP055824275, ISSN: 2156-7085, DOI: 10.1364/BOE.8.000579
Attorney, Agent or Firm:
OKAWA Tomoya (JP)
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