CA3039858C - Method and system for detecting an anomaly within a biological tissue - Google Patents

Method and system for detecting an anomaly within a biological tissue Download PDF

Info

Publication number
CA3039858C
CA3039858C CA3039858A CA3039858A CA3039858C CA 3039858 C CA3039858 C CA 3039858C CA 3039858 A CA3039858 A CA 3039858A CA 3039858 A CA3039858 A CA 3039858A CA 3039858 C CA3039858 C CA 3039858C
Authority
CA
Canada
Prior art keywords
biological tissue
images
image
texture
moving window
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
CA3039858A
Other languages
English (en)
French (fr)
Other versions
CA3039858A1 (en
Inventor
Jean Philippe SYLVESTRE
Claudia Chevrefils
Reza Jafari
David Lapointe
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Optina Diagnostics Inc
Original Assignee
Optina Diagnostics Inc
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 Optina Diagnostics Inc filed Critical Optina Diagnostics Inc
Publication of CA3039858A1 publication Critical patent/CA3039858A1/en
Application granted granted Critical
Publication of CA3039858C publication Critical patent/CA3039858C/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0059Measuring for diagnostic purposes; Identification of persons using light, e.g. diagnosis by transillumination, diascopy, fluorescence
    • A61B5/0075Measuring for diagnostic purposes; Identification of persons using light, e.g. diagnosis by transillumination, diascopy, fluorescence by spectroscopy, i.e. measuring spectra, e.g. Raman spectroscopy, infrared absorption spectroscopy
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/145Measuring characteristics of blood in vivo, e.g. gas concentration or pH-value ; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid or cerebral tissue
    • A61B5/1455Measuring characteristics of blood in vivo, e.g. gas concentration or pH-value ; Measuring characteristics of body fluids or tissues, e.g. interstitial fluid or cerebral tissue using optical sensors, e.g. spectral photometrical oximeters
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/68Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
    • A61B5/6801Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
    • A61B5/6813Specially adapted to be attached to a specific body part
    • A61B5/6814Head
    • A61B5/6821Eye
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/25Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • G06T3/14Transformations for image registration, e.g. adjusting or mapping for alignment of images
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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 OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/40Analysis of texture
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/70Determining position or orientation of objects or cameras
    • G06T7/77Determining position or orientation of objects or cameras using statistical methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/97Determining parameters from multiple pictures
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/12Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for looking at the eye fundus, e.g. ophthalmoscopes
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording for evaluating the cardiovascular system, e.g. pulse, heart rate, blood pressure or blood flow
    • A61B5/02007Evaluating blood vessel condition, e.g. elasticity, compliance
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/40Detecting, measuring or recording for evaluating the nervous system
    • A61B5/4076Diagnosing or monitoring particular conditions of the nervous system
    • A61B5/4088Diagnosing of monitoring cognitive diseases, e.g. Alzheimer, prion diseases or dementia
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/43Detecting, measuring or recording for evaluating the reproductive systems
    • A61B5/4375Detecting, measuring or recording for evaluating the reproductive systems for evaluating the male reproductive system
    • A61B5/4381Prostate evaluation or disorder diagnosis
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/44Detecting, measuring or recording for evaluating the integumentary system, e.g. skin, hair or nails
    • A61B5/441Skin evaluation, e.g. for skin disorder diagnosis
    • A61B5/444Evaluating skin marks, e.g. mole, nevi, tumour, scar
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/55Specular reflectivity
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/62Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light
    • G01N21/63Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light optically excited
    • G01N21/64Fluorescence; Phosphorescence
    • G01N21/645Specially adapted constructive features of fluorimeters
    • G01N21/6456Spatial resolved fluorescence measurements; Imaging
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10016Video; Image sequence
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10024Color image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10064Fluorescence image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10141Special mode during image acquisition
    • G06T2207/10152Varying illumination
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
    • G06T2207/30024Cell structures in vitro; Tissue sections in vitro
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
    • G06T2207/30041Eye; Retina; Ophthalmic

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Pathology (AREA)
  • Medical Informatics (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Animal Behavior & Ethology (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Biomedical Technology (AREA)
  • Surgery (AREA)
  • Molecular Biology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Biophysics (AREA)
  • Immunology (AREA)
  • Quality & Reliability (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Biochemistry (AREA)
  • Analytical Chemistry (AREA)
  • Chemical & Material Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Probability & Statistics with Applications (AREA)
  • Ophthalmology & Optometry (AREA)
  • Optics & Photonics (AREA)
  • Investigating Or Analysing Materials By Optical Means (AREA)
  • Image Processing (AREA)
  • Image Analysis (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
  • Eye Examination Apparatus (AREA)
CA3039858A 2016-10-20 2017-10-19 Method and system for detecting an anomaly within a biological tissue Active CA3039858C (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201662410552P 2016-10-20 2016-10-20
US62/410,552 2016-10-20
PCT/IB2017/056509 WO2018073784A1 (en) 2016-10-20 2017-10-19 Method and system for detecting an anomaly within a biological tissue

Publications (2)

Publication Number Publication Date
CA3039858A1 CA3039858A1 (en) 2018-04-26
CA3039858C true CA3039858C (en) 2023-06-06

Family

ID=62019709

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3039858A Active CA3039858C (en) 2016-10-20 2017-10-19 Method and system for detecting an anomaly within a biological tissue

Country Status (5)

Country Link
US (3) US10964036B2 (enExample)
EP (2) EP3529591B1 (enExample)
JP (1) JP7258354B2 (enExample)
CA (1) CA3039858C (enExample)
WO (1) WO2018073784A1 (enExample)

Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU2018372578B2 (en) 2017-11-27 2024-11-07 Retispec Inc. Hyperspectral image-guided raman ocular imager for Alzheimer's Disease pathologies
JP7251873B2 (ja) * 2018-01-11 2023-04-04 センター フォー アイ リサーチ オーストラリア リミテッド 組織のバイオマーカを定量化するための方法及びシステム
JP7166612B2 (ja) * 2018-12-26 2022-11-08 国立大学法人室蘭工業大学 アミロイド形成を評価する方法、装置及びプログラム
WO2020188471A1 (en) 2019-03-19 2020-09-24 Optina Diagnostics, Inc. Method and system for identifying subjects who are potentially impacted by a medical condition
US20220207729A1 (en) * 2019-04-18 2022-06-30 Shelley Boyd Detection, prediction, and classification for ocular disease
US10950352B1 (en) * 2020-07-17 2021-03-16 Prince Mohammad Bin Fahd University System, computer-readable storage medium and method of deep learning of texture in short time series
JPWO2023149296A1 (enExample) * 2022-02-07 2023-08-10
WO2023228146A1 (en) * 2022-05-27 2023-11-30 Optina Diagnostics, Inc. Methods for identifying biomarkers present in biological tissues, medical imaging systems, and methods for training the medical imaging systems
WO2024023800A1 (en) * 2022-07-28 2024-02-01 Optina Diagnostics, Inc. Heatmap based feature preselection for retinal image analysis
TWI821146B (zh) * 2023-04-26 2023-11-01 國立中正大學 用於偵測組織出血之影像分析方法
WO2025078936A1 (en) * 2023-10-08 2025-04-17 Optina Diagnostics, Inc. Method and system for mapping biological structures indicative of a medical condition from a multispectral retinal image
CN118379295B (zh) * 2024-06-25 2024-09-10 南京信息工程大学 一种基于配准的高光谱异常检测方法

Family Cites Families (44)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0750031B2 (ja) * 1988-03-24 1995-05-31 敬司 笹木 物質パターンの分離検出方法
EP0864082B1 (en) * 1995-11-30 2003-04-02 Chromavision Medical Systems, Inc. Method for automated image analysis of biological specimens
US6081612A (en) * 1997-02-28 2000-06-27 Electro Optical Sciences Inc. Systems and methods for the multispectral imaging and characterization of skin tissue
WO1998037811A1 (en) 1997-02-28 1998-09-03 Electro-Optical Sciences, Inc. Systems and methods for the multispectral imaging and characterization of skin tissue
US7562057B2 (en) * 1999-04-09 2009-07-14 Plain Sight Systems, Inc. System and method for hyper-spectral analysis
US7187810B2 (en) * 1999-12-15 2007-03-06 Medispectra, Inc. Methods and systems for correcting image misalignment
US8543519B2 (en) * 2000-08-07 2013-09-24 Health Discovery Corporation System and method for remote melanoma screening
US6587575B1 (en) * 2001-02-09 2003-07-01 The United States Of America As Represented By The Secretary Of Agriculture Method and system for contaminant detection during food processing
JP3878456B2 (ja) * 2001-11-14 2007-02-07 ジーイー・メディカル・システムズ・グローバル・テクノロジー・カンパニー・エルエルシー 画像診断支援システム
AU2003225508A1 (en) 2002-05-17 2003-12-02 Pfizer Products Inc. Apparatus and method for statistical image analysis
US7136518B2 (en) * 2003-04-18 2006-11-14 Medispectra, Inc. Methods and apparatus for displaying diagnostic data
US7668350B2 (en) * 2003-04-04 2010-02-23 Lumidigm, Inc. Comparative texture analysis of tissue for biometric spoof detection
US7545963B2 (en) * 2003-04-04 2009-06-09 Lumidigm, Inc. Texture-biometrics sensor
US7751594B2 (en) * 2003-04-04 2010-07-06 Lumidigm, Inc. White-light spectral biometric sensors
EP2237189B1 (en) * 2005-01-27 2018-08-01 Cambridge Research & Instrumentation, Inc. Classifying image features
US7587078B2 (en) * 2005-05-02 2009-09-08 Cytyc Corporation Automated image analysis
US20070263915A1 (en) * 2006-01-10 2007-11-15 Adi Mashiach System and method for segmenting structures in a series of images
CN101641049A (zh) * 2007-03-21 2010-02-03 光谱辨识公司 基于局部一致特征的生物测定
US8280134B2 (en) * 2008-09-22 2012-10-02 Cambridge Research & Instrumentation, Inc. Multi-spectral imaging including at least one common stain
WO2010063010A2 (en) 2008-11-26 2010-06-03 Guardian Technologies International Inc. System and method for texture visualization and image analysis to differentiate between malignant and benign lesions
US8896682B2 (en) * 2008-12-19 2014-11-25 The Johns Hopkins University System and method for automated detection of age related macular degeneration and other retinal abnormalities
US8374404B2 (en) * 2009-02-13 2013-02-12 Raytheon Company Iris recognition using hyper-spectral signatures
US8457414B2 (en) * 2009-08-03 2013-06-04 National Instruments Corporation Detection of textural defects using a one class support vector machine
FR2952216B1 (fr) * 2009-10-29 2011-12-30 Galderma Res & Dev Procede et dispositif d'analyse d'images hyper-spectrales
US20220240779A1 (en) * 2010-10-13 2022-08-04 Gholam A. Peyman Telemedicine System With Dynamic Imaging
US9808155B2 (en) 2010-10-25 2017-11-07 Neurovision Imaging Llc Apparatus to detect amyloid in a patient user's retina in a diagnosis, advancement and prognosis of alzheimer's disease, traumatic brain injury, macular degeneration and a plurality of neurodegenerative disorders and ocular diseases
JP5466182B2 (ja) * 2011-01-11 2014-04-09 富士フイルム株式会社 内視鏡システムおよび内視鏡システムの作動方法
CN103458772B (zh) 2011-04-07 2017-10-31 香港中文大学 视网膜图像分析方法和装置
WO2013049153A2 (en) * 2011-09-27 2013-04-04 Board Of Regents, University Of Texas System Systems and methods for automated screening and prognosis of cancer from whole-slide biopsy images
WO2013086516A1 (en) 2011-12-09 2013-06-13 Regents Of The University Of Minnesota Hyperspectral imaging for early detection of alzheimer's disease
US9766382B2 (en) * 2012-06-05 2017-09-19 Hypermed Imaging, Inc. Single-sensor hyperspectral imaging device
JP5984559B2 (ja) * 2012-07-31 2016-09-06 オリンパス株式会社 壊死細胞領域検出装置及びその方法、壊死細胞領域検出プログラム
CN102938148A (zh) 2012-10-09 2013-02-20 河海大学 一种基于v-glcm的高光谱影像纹理分析方法
EP2921843A4 (en) * 2012-11-15 2015-11-25 Shimadzu Corp ANALYSIS AREA SETTING DEVICE
TWI482102B (zh) * 2012-11-21 2015-04-21 Univ Nat Cheng Kung 強化標的圖案之處理方法、標的圖案分類系統之產生方法以及分類檢測標的圖案之方法
AU2014277034A1 (en) * 2013-06-03 2015-10-29 Ventana Medical Systems, Inc. Image adaptive physiologically plausible color separation
US10004403B2 (en) * 2014-08-28 2018-06-26 Mela Sciences, Inc. Three dimensional tissue imaging system and method
WO2016041062A1 (en) 2014-09-19 2016-03-24 Optina Diagnostics, Inc. Apparatus and method for producing a spectrally resolved image of a fundus of a subject
CA2965564C (en) 2014-11-10 2024-01-02 Ventana Medical Systems, Inc. Classifying nuclei in histology images
JP6059271B2 (ja) * 2015-02-26 2017-01-11 サイバネットシステム株式会社 画像処理装置及び画像処理方法
CN105046265B (zh) * 2015-03-03 2018-11-06 沈阳工业大学 基于纹理差异的虹膜图像肠环区域检测方法
US9741112B2 (en) * 2015-09-10 2017-08-22 Definiens Ag Generating image-based diagnostic tests by optimizing image analysis and data mining of co-registered images
US20180078134A1 (en) * 2016-09-17 2018-03-22 Globechek, Llc Eye examination kiosk system and method for remote eye examination
US20200015734A1 (en) * 2017-12-05 2020-01-16 Rulon Mayer “One Stop Shop” for Prostate Cancer Staging using Imaging Biomarkers and Spatially Registered Multi-Parametric MRI

Also Published As

Publication number Publication date
JP7258354B2 (ja) 2023-04-17
JP2020504289A (ja) 2020-02-06
US10964036B2 (en) 2021-03-30
EP3529591B1 (en) 2021-08-04
CA3039858A1 (en) 2018-04-26
EP3920139A1 (en) 2021-12-08
US20230394689A1 (en) 2023-12-07
EP3529591A4 (en) 2020-05-13
EP3529591A1 (en) 2019-08-28
US20210201514A1 (en) 2021-07-01
US20200051259A1 (en) 2020-02-13
WO2018073784A1 (en) 2018-04-26
US11769264B2 (en) 2023-09-26

Similar Documents

Publication Publication Date Title
US11769264B2 (en) Method and system for imaging a biological tissue
Wang et al. A deep learning algorithm for automatic detection and classification of acute intracranial hemorrhages in head CT scans
US11132797B2 (en) Automatically identifying regions of interest of an object from horizontal images using a machine learning guided imaging system
US11257213B2 (en) Tumor boundary reconstruction using hyperspectral imaging
Birkenfeld et al. Computer-aided classification of suspicious pigmented lesions using wide-field images
US20190057504A1 (en) Image Processor, Image Processing Method, And Image Processing Program
JP2003503135A5 (enExample)
WO2013187206A1 (ja) 画像処理装置、画像処理方法、及び画像処理プログラム
WO2017020045A1 (en) System and methods for malarial retinopathy screening
Ejaz et al. A deep learning framework for the early detection of multi-retinal diseases
Morano et al. Deep multimodal fusion of data with heterogeneous dimensionality via projective networks
US20240027417A1 (en) System and method for assessing biological tissue
JP6471559B2 (ja) 診断装置並びに当該診断装置における画像処理方法、画像処理システム及びそのプログラム
WO2023064627A1 (en) System and method for assessing biological tissue
US20240020830A1 (en) System and methods of predicting parkinson's disease based on retinal images using machine learning
Li et al. Computer-aided Diagnosis (CAD) for cervical cancer screening and diagnosis: a new system design in medical image processing
CN113380381A (zh) 获取医学诊断信息的方法、装置、电子设备及存储介质
Vocaturo et al. Useful Datasets and Very Recent Approach for Melanoma Image Classification
US20250078260A1 (en) Image determination device, image determination method, and recording medium
Govindarajan et al. Learning Algorithm
Gibala et al. From public to clinical data: External validation of an explainable MedViT model for retinal OCT images
JP2024111693A (ja) 処理装置、処理プログラム、処理方法及び処理システム
Srivastava et al. Decoding the Glaucomatous Optic Nerve Head: AI-Driven Structural Phenotype Exploration
Darzi et al. Systematic Evaluation of Preprocessing Techniques for Accurate Image Registration in Digital Pathology
KR20230129662A (ko) 피부질환 학습을 이용한 피부질환 진단시스템

Legal Events

Date Code Title Description
EEER Examination request

Effective date: 20220823

EEER Examination request

Effective date: 20220823

EEER Examination request

Effective date: 20220823

EEER Examination request

Effective date: 20220823

EEER Examination request

Effective date: 20220823