SG11202011655YA - Medical image processing method and device, electronic apparatus, and storage medium - Google Patents

Medical image processing method and device, electronic apparatus, and storage medium

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Publication number
SG11202011655YA
SG11202011655YA SG11202011655YA SG11202011655YA SG11202011655YA SG 11202011655Y A SG11202011655Y A SG 11202011655YA SG 11202011655Y A SG11202011655Y A SG 11202011655YA SG 11202011655Y A SG11202011655Y A SG 11202011655YA SG 11202011655Y A SG11202011655Y A SG 11202011655YA
Authority
SG
Singapore
Prior art keywords
image processing
storage medium
processing method
electronic apparatus
medical image
Prior art date
Application number
SG11202011655YA
Other languages
English (en)
Inventor
Qing Xia
Yunhe Gao
Original Assignee
Beijing Sensetime Technology Development Co Ltd
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 Beijing Sensetime Technology Development Co Ltd filed Critical Beijing Sensetime Technology Development Co Ltd
Publication of SG11202011655YA publication Critical patent/SG11202011655YA/en

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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00ICT specially adapted for the handling or processing of medical images
    • G16H30/40ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/11Region-based segmentation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/12Edge-based segmentation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/70Determining position or orientation of objects or cameras
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00ICT specially adapted for the handling or processing of medical images
    • G16H30/20ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30008Bone
    • G06T2207/30012Spine; Backbone
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03Recognition of patterns in medical or anatomical images

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Computation (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Public Health (AREA)
  • Artificial Intelligence (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Biomedical Technology (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Multimedia (AREA)
  • Quality & Reliability (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Pathology (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
SG11202011655YA 2018-07-24 2018-11-27 Medical image processing method and device, electronic apparatus, and storage medium SG11202011655YA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201810818690.XA CN108986891A (zh) 2018-07-24 2018-07-24 医疗影像处理方法及装置、电子设备及存储介质
PCT/CN2018/117759 WO2020019612A1 (zh) 2018-07-24 2018-11-27 医疗影像处理方法及装置、电子设备及存储介质

Publications (1)

Publication Number Publication Date
SG11202011655YA true SG11202011655YA (en) 2020-12-30

Family

ID=64549848

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202011655YA SG11202011655YA (en) 2018-07-24 2018-11-27 Medical image processing method and device, electronic apparatus, and storage medium

Country Status (7)

Country Link
US (1) US20210073982A1 (ko)
JP (1) JP7154322B2 (ko)
KR (1) KR20210002606A (ko)
CN (1) CN108986891A (ko)
SG (1) SG11202011655YA (ko)
TW (1) TWI715117B (ko)
WO (1) WO2020019612A1 (ko)

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CN109949309B (zh) * 2019-03-18 2022-02-11 安徽紫薇帝星数字科技有限公司 一种基于深度学习的肝脏ct图像分割方法
CN109978886B (zh) * 2019-04-01 2021-11-09 北京市商汤科技开发有限公司 图像处理方法及装置、电子设备和存储介质
CN110148454B (zh) * 2019-05-21 2023-06-06 上海联影医疗科技股份有限公司 一种摆位方法、装置、服务器及存储介质
CN110555833B (zh) * 2019-08-30 2023-03-21 联想(北京)有限公司 图像处理方法、装置、电子设备以及介质
CN110992376A (zh) * 2019-11-28 2020-04-10 北京推想科技有限公司 基于ct图像的肋骨分割方法、装置、介质及电子设备
CN111369582B (zh) * 2020-03-06 2023-04-07 腾讯科技(深圳)有限公司 图像分割方法、背景替换方法、装置、设备及存储介质
US11651588B1 (en) 2020-06-05 2023-05-16 Aetherai Ip Holding Llc Object detection method and convolution neural network for the same
CN111768382B (zh) * 2020-06-30 2023-08-15 重庆大学 一种基于肺结节生长形态的交互式分割方法
TWI771761B (zh) * 2020-09-25 2022-07-21 宏正自動科技股份有限公司 醫療影像處理方法及其醫療影像處理裝置
TWI768575B (zh) 2020-12-03 2022-06-21 財團法人工業技術研究院 三維影像動態矯正評估與矯具輔助設計方法及其系統
TWI755214B (zh) * 2020-12-22 2022-02-11 鴻海精密工業股份有限公司 區分物件的方法、電腦裝置及儲存介質
CN113052159B (zh) * 2021-04-14 2024-06-07 ***通信集团陕西有限公司 一种图像识别方法、装置、设备及计算机存储介质
CN113112484B (zh) * 2021-04-19 2021-12-31 山东省人工智能研究院 一种基于特征压缩和噪声抑制的心室图像分割方法
CN113255756B (zh) * 2021-05-20 2024-05-24 联仁健康医疗大数据科技股份有限公司 图像融合方法、装置、电子设备及存储介质
CN113269747B (zh) * 2021-05-24 2023-06-13 浙江大学医学院附属第一医院 一种基于深度学习的病理图片肝癌扩散检测方法及***
CN113554619A (zh) * 2021-07-22 2021-10-26 深圳市永吉星光电有限公司 3d医用***头的图像目标检测方法、***及装置
KR102632864B1 (ko) * 2023-04-07 2024-02-07 주식회사 카비랩 의미론적 분할을 이용한 3차원 골절 골편 분할 시스템 및 그 방법

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Also Published As

Publication number Publication date
TWI715117B (zh) 2021-01-01
CN108986891A (zh) 2018-12-11
WO2020019612A1 (zh) 2020-01-30
JP2021529400A (ja) 2021-10-28
TW202008163A (zh) 2020-02-16
JP7154322B2 (ja) 2022-10-17
US20210073982A1 (en) 2021-03-11
KR20210002606A (ko) 2021-01-08

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