CN114651439B - 信息处理系统、内窥镜系统、信息存储介质及信息处理方法 - Google Patents

信息处理系统、内窥镜系统、信息存储介质及信息处理方法 Download PDF

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CN114651439B
CN114651439B CN201980101970.1A CN201980101970A CN114651439B CN 114651439 B CN114651439 B CN 114651439B CN 201980101970 A CN201980101970 A CN 201980101970A CN 114651439 B CN114651439 B CN 114651439B
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CN114651439A (zh
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菊地直
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Olympus Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformations in the plane of the image
    • G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
    • G06T3/4053—Scaling of whole images or parts thereof, e.g. expanding or contracting based on super-resolution, i.e. the output image resolution being higher than the sensor resolution
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B1/00—Instruments 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
    • A61B1/00002—Operational features of endoscopes
    • A61B1/00004—Operational features of endoscopes characterised by electronic signal processing
    • A61B1/00009—Operational features of endoscopes characterised by electronic signal processing of image signals during a use of endoscope
    • A61B1/000095—Operational features of endoscopes characterised by electronic signal processing of image signals during a use of endoscope for image enhancement
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B1/00—Instruments 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
    • A61B1/00002—Operational features of endoscopes
    • A61B1/00004—Operational features of endoscopes characterised by electronic signal processing
    • A61B1/00009—Operational features of endoscopes characterised by electronic signal processing of image signals during a use of endoscope
    • A61B1/000096—Operational features of endoscopes characterised by electronic signal processing of image signals during a use of endoscope using artificial intelligence
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformations in the plane of the image
    • G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
    • G06T3/4046—Scaling of whole images or parts thereof, e.g. expanding or contracting using neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/60—Image enhancement or restoration using machine learning, e.g. neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/70—Denoising; Smoothing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/73—Deblurring; Sharpening
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/10—Cameras or camera modules comprising electronic image sensors; Control thereof for generating image signals from different wavelengths
    • H04N23/13—Cameras or camera modules comprising electronic image sensors; Control thereof for generating image signals from different wavelengths with multiple sensors
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/50—Constructional details
    • H04N23/555—Constructional details for picking-up images in sites, inaccessible due to their dimensions or hazardous conditions, e.g. endoscopes or borescopes
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N23/00—Cameras or camera modules comprising electronic image sensors; Control thereof
    • H04N23/95—Computational photography systems, e.g. light-field imaging systems
    • H04N23/951—Computational photography systems, e.g. light-field imaging systems by using two or more images to influence resolution, frame rate or aspect ratio
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10068—Endoscopic image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Surgery (AREA)
  • General Physics & Mathematics (AREA)
  • Signal Processing (AREA)
  • Medical Informatics (AREA)
  • Optics & Photonics (AREA)
  • General Health & Medical Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Biophysics (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Veterinary Medicine (AREA)
  • Pathology (AREA)
  • Radiology & Medical Imaging (AREA)
  • Public Health (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Molecular Biology (AREA)
  • Animal Behavior & Ethology (AREA)
  • Evolutionary Computation (AREA)
  • Multimedia (AREA)
  • Computing Systems (AREA)
  • Image Processing (AREA)
  • Studio Devices (AREA)
  • Image Analysis (AREA)
CN201980101970.1A 2019-11-08 2019-11-08 信息处理系统、内窥镜系统、信息存储介质及信息处理方法 Active CN114651439B (zh)

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PCT/JP2019/043806 WO2021090469A1 (ja) 2019-11-08 2019-11-08 情報処理システム、内視鏡システム、学習済みモデル、情報記憶媒体及び情報処理方法

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JP7558890B2 (ja) * 2021-05-26 2024-10-01 キヤノン株式会社 画像処理方法、画像処理装置、プログラム、訓練済み機械学習モデルの製造方法、処理装置、画像処理システム
US20230334626A1 (en) * 2022-04-14 2023-10-19 Disney Enterprises, Inc. Techniques for denoising videos
CN115689896B (zh) * 2023-01-05 2023-06-27 荣耀终端有限公司 图像处理方法和图像处理装置
JPWO2024203900A1 (https=) * 2023-03-24 2024-10-03
WO2025171486A1 (en) * 2024-02-16 2025-08-21 Vope Medical Inc. Systems and methods for improving image quality through an endoscope
WO2026004136A1 (ja) * 2024-06-28 2026-01-02 オリンパスメディカルシステムズ株式会社 機械学習用画像処理方法、機械学習用画像生成装置、機械学習方法、機械学習用画像生成用プログラム及び内視鏡装置
WO2026004143A1 (ja) * 2024-06-28 2026-01-02 オリンパスメディカルシステムズ株式会社 機械学習用画像処理方法、機械学習用画像生成装置、機械学習方法、機械学習用画像生成プログラム及び内視鏡装置
WO2026016042A1 (zh) * 2024-07-16 2026-01-22 中国科学院深圳先进技术研究院 图像增强方法、装置、电子设备及存储介质

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JP2016092596A (ja) * 2014-11-04 2016-05-23 キヤノン株式会社 撮像装置、画像処理装置及びそれらの制御方法
JP2016100795A (ja) * 2014-11-21 2016-05-30 キヤノン株式会社 画像処理装置、撮像装置、画像処理方法および画像処理プログラム
JP2018005841A (ja) * 2016-07-08 2018-01-11 株式会社トプコン 医用画像処理方法及び医用画像処理装置
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JP6614843B2 (ja) * 2015-07-30 2019-12-04 キヤノン株式会社 画像処理装置、撮像装置および画像処理プログラム
JP6236731B1 (ja) 2017-03-10 2017-11-29 株式会社ツバサファクトリー 超解像度処理装置、超解像度処理方法およびコンピュータプログラム
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WO2006059504A1 (ja) * 2004-11-30 2006-06-08 Matsushita Electric Industrial Co., Ltd. 画像処理方法、画像処理装置、画像処理プログラムおよび画像ファイルフォーマット
CN101682691A (zh) * 2008-02-06 2010-03-24 松下电器产业株式会社 图像处理装置及图像处理方法
JP2010250774A (ja) * 2009-04-20 2010-11-04 Fujifilm Corp 画像処理装置、画像処理方法およびプログラム
CN102789632A (zh) * 2011-05-19 2012-11-21 索尼公司 学习装置和方法、图像处理装置和方法、程序和记录介质
JP2016092596A (ja) * 2014-11-04 2016-05-23 キヤノン株式会社 撮像装置、画像処理装置及びそれらの制御方法
JP2016100795A (ja) * 2014-11-21 2016-05-30 キヤノン株式会社 画像処理装置、撮像装置、画像処理方法および画像処理プログラム
JP2018005841A (ja) * 2016-07-08 2018-01-11 株式会社トプコン 医用画像処理方法及び医用画像処理装置
JP2018195069A (ja) * 2017-05-17 2018-12-06 キヤノン株式会社 画像処理装置および画像処理方法

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US12347066B2 (en) 2025-07-01
JP7303896B2 (ja) 2023-07-05
US20220253979A1 (en) 2022-08-11
JPWO2021090469A1 (https=) 2021-05-14
WO2021090469A1 (ja) 2021-05-14
US20250299297A1 (en) 2025-09-25
CN114651439A (zh) 2022-06-21

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