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1. WO2020116115 - INFORMATION PROCESSING DEVICE AND MODEL GENERATION METHOD

Publication Number WO/2020/116115
Publication Date 11.06.2020
International Application No. PCT/JP2019/044578
International Filing Date 13.11.2019
IPC
A61B 1/045 2006.01
AHUMAN NECESSITIES
61MEDICAL OR VETERINARY SCIENCE; HYGIENE
BDIAGNOSIS; SURGERY; IDENTIFICATION
1Instruments for performing medical examinations of the interior of cavities or tubes of the body by visual or photographical inspection, e.g. endoscopes; Illuminating arrangements therefor
04combined with photographic or television appliances
045Control thereof
G06T 7/00 2017.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
7Image analysis
G06N 3/04 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
04Architecture, e.g. interconnection topology
G16H 30/20 2018.01
GPHYSICS
16INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
30ICT specially adapted for the handling or processing of medical images
20for handling medical images, e.g. DICOM, HL7 or PACS
G16H 50/20 2018.01
GPHYSICS
16INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
50ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
20for computer-aided diagnosis, e.g. based on medical expert systems
G06N 20/00 2019.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
20Machine learning
Applicants
  • HOYA株式会社 HOYA CORPORATION [JP]/[JP]
Inventors
  • 牧野 貴雄 MAKINO, Takao
Agents
  • 河野 英仁 KOHNO, Hideto
  • 河野 登夫 KOHNO, Takao
Priority Data
2019-10064729.05.2019JP
2019-10064829.05.2019JP
2019-10064929.05.2019JP
62/775,19704.12.2018US
Publication Language Japanese (JA)
Filing Language Japanese (JA)
Designated States
Title
(EN) INFORMATION PROCESSING DEVICE AND MODEL GENERATION METHOD
(FR) DISPOSITIF DE TRAITEMENT D'INFORMATIONS ET PROCÉDÉ DE GÉNÉRATION DE MODÈLE
(JA) 情報処理装置およびモデルの生成方法
Abstract
(EN)
Provided is an information processing device, etc., for presenting a determination reason together with a determination result regarding a disease. This information processing device is provided with: an image acquisition unit that acquires an endoscope image (49); a first acquisition unit that inputs the endoscope image (49) acquired by the image acquisition unit to a first model (61) for outputting a diagnosis reference prediction regarding a diagnosis reference of a disease upon input of the endoscope image (49) and that acquires the outputted diagnosis reference prediction; and an output unit that outputs the diagnosis reference prediction acquired by the first acquisition unit in association with diagnosis prediction regarding the state of the disease acquired on the basis of the endoscope image (49).
(FR)
L'invention concerne un dispositif de traitement d'informations, etc., permettant de présenter une raison de détermination conjointement avec un résultat de détermination concernant une maladie. Ce dispositif de traitement d'informations comporte : une unité d'acquisition d'image qui acquiert une image d'endoscope (49) ; une première unité d'acquisition qui entre l'image d'endoscope (49) acquise par l'unité d'acquisition d'image dans un premier modèle (61) pour délivrer en sortie une prédiction de référence de diagnostic concernant une référence de diagnostic d'une maladie lors de l'entrée de l'image d'endoscope (49) et qui acquiert la prédiction de référence de diagnostic délivrée en sortie ; et une unité de sortie qui délivre en sortie la prédiction de référence de diagnostic acquise par la première unité d'acquisition en association avec une prédiction de diagnostic concernant l'état de la maladie acquise à partir de l'image d'endoscope (49).
(JA)
疾病に関する判定結果とともに判定理由を提示する情報処理装置等を提供すること。情報処理装置は、内視鏡画像(49)を取得する画像取得部と、内視鏡画像(49)が入力された場合に疾病の診断基準に関する診断基準予測を出力する第1モデル(61)に、前記画像取得部が取得した内視鏡画像(49)を入力して、出力される診断基準予測を取得する第1取得部と、前記第1取得部が取得した診断基準予測を、前記内視鏡画像(49)に基づいて取得した前記疾病の状態に関する診断予測と関連づけて出力する出力部とを備える。
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