CN105849274B - 用于显微图像中的单独细胞的分类和识别的方法和系统 - Google Patents
用于显微图像中的单独细胞的分类和识别的方法和系统 Download PDFInfo
- Publication number
- CN105849274B CN105849274B CN201480059295.8A CN201480059295A CN105849274B CN 105849274 B CN105849274 B CN 105849274B CN 201480059295 A CN201480059295 A CN 201480059295A CN 105849274 B CN105849274 B CN 105849274B
- Authority
- CN
- China
- Prior art keywords
- image
- module
- cells
- pixels associated
- training
- 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
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
- G06V30/10—Character recognition
- G06V30/19—Recognition using electronic means
- G06V30/191—Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
- G06V30/19167—Active pattern learning
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12M—APPARATUS FOR ENZYMOLOGY OR MICROBIOLOGY; APPARATUS FOR CULTURING MICROORGANISMS FOR PRODUCING BIOMASS, FOR GROWING CELLS OR FOR OBTAINING FERMENTATION OR METABOLIC PRODUCTS, i.e. BIOREACTORS OR FERMENTERS
- C12M1/00—Apparatus for enzymology or microbiology
- C12M1/34—Measuring or testing with condition measuring or sensing means, e.g. colony counters
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/02—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving viable microorganisms
- C12Q1/04—Determining presence or kind of microorganism; Use of selective media for testing antibiotics or bacteriocides; Compositions containing a chemical indicator therefor
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/217—Validation; Performance evaluation; Active pattern learning techniques
- G06F18/2178—Validation; Performance evaluation; Active pattern learning techniques based on feedback of a supervisor
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/23—Clustering techniques
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/12—Edge-based segmentation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/10—Segmentation; Edge detection
- G06T7/13—Edge detection
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/30—Determination of transform parameters for the alignment of images, i.e. image registration
- G06T7/33—Determination of transform parameters for the alignment of images, i.e. image registration using feature-based methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/30—Determination of transform parameters for the alignment of images, i.e. image registration
- G06T7/33—Determination of transform parameters for the alignment of images, i.e. image registration using feature-based methods
- G06T7/337—Determination of transform parameters for the alignment of images, i.e. image registration using feature-based methods involving reference images or patches
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/60—Analysis of geometric attributes
- G06T7/62—Analysis of geometric attributes of area, perimeter, diameter or volume
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/60—Type of objects
- G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
- G06V20/695—Preprocessing, e.g. image segmentation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/60—Type of objects
- G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
- G06V20/698—Matching; Classification
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2223/00—Investigating materials by wave or particle radiation
- G01N2223/40—Imaging
- G01N2223/42—Imaging image digitised, -enhanced in an image processor
-
- 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
- G06T2207/10056—Microscopic 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
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30004—Biomedical image processing
- G06T2207/30024—Cell structures in vitro; Tissue sections in vitro
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Chemical & Material Sciences (AREA)
- Health & Medical Sciences (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Organic Chemistry (AREA)
- Data Mining & Analysis (AREA)
- General Engineering & Computer Science (AREA)
- Wood Science & Technology (AREA)
- Zoology (AREA)
- General Health & Medical Sciences (AREA)
- Molecular Biology (AREA)
- Multimedia (AREA)
- Proteomics, Peptides & Aminoacids (AREA)
- Biotechnology (AREA)
- Biomedical Technology (AREA)
- Evolutionary Biology (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Bioinformatics & Computational Biology (AREA)
- Microbiology (AREA)
- Biochemistry (AREA)
- Genetics & Genomics (AREA)
- Analytical Chemistry (AREA)
- Toxicology (AREA)
- Biophysics (AREA)
- Immunology (AREA)
- Geometry (AREA)
- Databases & Information Systems (AREA)
- Medicinal Chemistry (AREA)
- Sustainable Development (AREA)
- Image Analysis (AREA)
- Image Processing (AREA)
- Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
- Apparatus Associated With Microorganisms And Enzymes (AREA)
- Investigating Or Analysing Biological Materials (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201361896282P | 2013-10-28 | 2013-10-28 | |
| US61/896,282 | 2013-10-28 | ||
| PCT/US2014/060417 WO2015065697A1 (en) | 2013-10-28 | 2014-10-14 | Method and system for classifying and identifying individual cells in a microscopy image |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN105849274A CN105849274A (zh) | 2016-08-10 |
| CN105849274B true CN105849274B (zh) | 2020-01-21 |
Family
ID=53004937
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201480059295.8A Active CN105849274B (zh) | 2013-10-28 | 2014-10-14 | 用于显微图像中的单独细胞的分类和识别的方法和系统 |
Country Status (6)
| Country | Link |
|---|---|
| US (2) | US9830502B2 (enExample) |
| EP (1) | EP3063289B1 (enExample) |
| JP (1) | JP6619732B2 (enExample) |
| KR (1) | KR102273115B1 (enExample) |
| CN (1) | CN105849274B (enExample) |
| WO (1) | WO2015065697A1 (enExample) |
Families Citing this family (36)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2018088794A2 (ko) | 2016-11-08 | 2018-05-17 | 삼성전자 주식회사 | 디바이스가 이미지를 보정하는 방법 및 그 디바이스 |
| KR102359391B1 (ko) * | 2016-11-08 | 2022-02-04 | 삼성전자주식회사 | 디바이스가 이미지를 보정하는 방법 및 그 디바이스 |
| KR101883350B1 (ko) * | 2016-11-22 | 2018-08-02 | (주) 테크로스 | 샘플수 분석장치 및 방법 |
| KR101844928B1 (ko) * | 2016-11-24 | 2018-04-03 | (주) 테크로스 | 샘플수 분석장치 및 방법 |
| GB201705876D0 (en) | 2017-04-11 | 2017-05-24 | Kheiron Medical Tech Ltd | Recist |
| GB201705911D0 (en) | 2017-04-12 | 2017-05-24 | Kheiron Medical Tech Ltd | Abstracts |
| JP7030423B2 (ja) | 2017-04-27 | 2022-03-07 | シスメックス株式会社 | 画像解析方法、装置、プログラムおよび深層学習アルゴリズムの製造方法 |
| CN107729932B (zh) * | 2017-10-10 | 2019-07-26 | 杭州智微信息科技有限公司 | 骨髓细胞标记方法和系统 |
| CN107977684B (zh) * | 2017-12-20 | 2018-10-23 | 杭州智微信息科技有限公司 | 一种快速修正骨髓有核细胞分类的交互方法 |
| KR102072445B1 (ko) * | 2018-01-30 | 2020-02-03 | 서강대학교 산학협력단 | 마이크로웰 어레이의 이미지 분석을 위한 분석 알고리즘 형성방법 |
| KR102237288B1 (ko) * | 2018-02-07 | 2021-04-07 | 울산과학기술원 | 기계학습 알고리즘을 이용한 이미지 변환 방법 및 장치 |
| US10586129B2 (en) | 2018-02-21 | 2020-03-10 | International Business Machines Corporation | Generating artificial images for use in neural networks |
| US11798662B2 (en) * | 2018-03-07 | 2023-10-24 | Verdict Holdings Pty Ltd | Methods for identifying biological material by microscopy |
| JP7678424B2 (ja) | 2018-05-10 | 2025-05-16 | 学校法人順天堂 | 画像解析方法、装置、コンピュータプログラム、及び深層学習アルゴリズムの生成方法 |
| JP6627069B2 (ja) * | 2018-06-01 | 2020-01-08 | 株式会社フロンティアファーマ | 画像処理方法、薬剤感受性試験方法および画像処理装置 |
| CN108961301B (zh) * | 2018-07-12 | 2021-11-02 | 中国海洋大学 | 一种基于无监督逐像素分类的角毛藻图像分割方法 |
| US10853943B2 (en) * | 2018-07-31 | 2020-12-01 | Element Ai Inc. | Counting objects in images based on approximate locations |
| EP3608701A1 (de) * | 2018-08-09 | 2020-02-12 | Olympus Soft Imaging Solutions GmbH | Verfahren zur bereitstellung wenigstens einer auswertemethode für proben |
| EP3629242B1 (de) | 2018-09-28 | 2024-07-03 | Siemens Healthcare Diagnostics Inc. | Verfahren zum konfigurieren einer bildauswerteeinrichtung sowie bildauswerteverfahren und bildauswerteeinrichtung |
| DE102018217901A1 (de) | 2018-10-18 | 2020-04-23 | Leica Microsystems Cms Gmbh | Optimierung von Arbeitsabläufen von Mikroskopen |
| AU2019374820B2 (en) * | 2018-11-07 | 2024-09-19 | Trustees Of Tufts College | Atomic-force microscopy for identification of surfaces |
| KR102084682B1 (ko) | 2019-01-07 | 2020-03-04 | 기초과학연구원 | 인공신경망을 이용한 특수 현미경 영상 생성 방법 및 영상 처리 장치 |
| EP3951710A4 (en) | 2019-03-29 | 2022-05-18 | FUJIFILM Corporation | IMAGE PROCESSING DEVICE, METHOD FOR OPERATING AN IMAGE PROCESSING DEVICE AND PROGRAM FOR OPERATING AN IMAGE PROCESSING DEVICE |
| JP7138780B2 (ja) | 2019-04-02 | 2022-09-16 | 富士フイルム株式会社 | 画像処理装置とその作動方法および作動プログラム、運用装置とその作動方法および作動プログラム、並びに機械学習システム |
| CN113678142B (zh) * | 2019-04-11 | 2025-10-03 | 安捷伦科技有限公司 | 基于深度学习的经由回归层的实例分割训练 |
| JP7381003B2 (ja) | 2019-04-26 | 2023-11-15 | 学校法人順天堂 | 疾患解析を支援する方法、装置、及びコンピュータプログラム、並びにコンピュータアルゴリズムを訓練する方法、装置、及びプログラム |
| JP7697775B2 (ja) * | 2019-05-31 | 2025-06-24 | キヤノンメディカルシステムズ株式会社 | 細胞識別システム、及び細胞識別方法 |
| KR102338050B1 (ko) * | 2019-08-30 | 2021-12-13 | 포항공과대학교 산학협력단 | 주사투과전자현미경 이미지에서의 원자 구조 해석 방법 |
| CN114600172A (zh) | 2019-08-30 | 2022-06-07 | 朱诺治疗学股份有限公司 | 用于将细胞分类的机器学习方法 |
| JP7242882B2 (ja) * | 2019-09-27 | 2023-03-20 | 富士フイルム株式会社 | 情報処理装置、情報処理装置の作動方法、情報処理装置の作動プログラム |
| JP7545202B2 (ja) | 2019-11-29 | 2024-09-04 | シスメックス株式会社 | 細胞解析方法、細胞解析装置、細胞解析システム、及び細胞解析プログラム |
| CN116324879A (zh) * | 2020-09-21 | 2023-06-23 | 分子装置有限公司 | 用于开发成像配置以优化显微镜系统的性能的方法和系统 |
| JP7707664B2 (ja) * | 2021-06-07 | 2025-07-15 | 株式会社島津製作所 | 細胞画像解析方法 |
| CN116431597A (zh) * | 2021-12-31 | 2023-07-14 | 戴尔产品有限公司 | 用于训练数据分类模型的方法、电子设备和计算机程序产品 |
| CN114418995B (zh) * | 2022-01-19 | 2023-02-03 | 生态环境部长江流域生态环境监督管理局生态环境监测与科学研究中心 | 一种基于显微镜图像的级联藻类细胞统计方法 |
| CN120359541A (zh) * | 2022-12-21 | 2025-07-22 | 布鲁克空间生物学公司 | 利用生物图像中改进的细胞边界定义的系统和方法 |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5987158A (en) * | 1994-09-20 | 1999-11-16 | Neopath, Inc. | Apparatus for automated identification of thick cell groupings on a biological specimen |
| CN102175625A (zh) * | 2010-11-29 | 2011-09-07 | 樊潮 | 一种癌细胞识别方法 |
| CN102682305A (zh) * | 2012-04-25 | 2012-09-19 | 深圳市迈科龙医疗设备有限公司 | 宫颈液基细胞学自动筛查方法和系统 |
Family Cites Families (15)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5978497A (en) | 1994-09-20 | 1999-11-02 | Neopath, Inc. | Apparatus for the identification of free-lying cells |
| US20060269135A1 (en) * | 2005-03-15 | 2006-11-30 | Ramsay Thomas E | System and method for identifying objects of interest in image data |
| US20080292194A1 (en) * | 2005-04-27 | 2008-11-27 | Mark Schmidt | Method and System for Automatic Detection and Segmentation of Tumors and Associated Edema (Swelling) in Magnetic Resonance (Mri) Images |
| WO2009058915A1 (en) * | 2007-10-29 | 2009-05-07 | The Trustees Of The University Of Pennsylvania | Computer assisted diagnosis (cad) of cancer using multi-functional, multi-modal in-vivo magnetic resonance spectroscopy (mrs) and imaging (mri) |
| US8488863B2 (en) * | 2008-11-06 | 2013-07-16 | Los Alamos National Security, Llc | Combinational pixel-by-pixel and object-level classifying, segmenting, and agglomerating in performing quantitative image analysis that distinguishes between healthy non-cancerous and cancerous cell nuclei and delineates nuclear, cytoplasm, and stromal material objects from stained biological tissue materials |
| US8175369B2 (en) * | 2008-12-12 | 2012-05-08 | Molecular Devices, Llc | Multi-nucleated cell classification and micronuclei scoring |
| JP5396977B2 (ja) * | 2009-04-09 | 2014-01-22 | 株式会社ニコン | データ処理装置、データ処理方法およびプログラム |
| WO2011015952A1 (en) * | 2009-08-07 | 2011-02-10 | Medinol Ltd. | Method and system for stabilizing a series of intravascular ultrasound images and extracting vessel lumen from the images |
| WO2012178069A1 (en) | 2011-06-22 | 2012-12-27 | The Johns Hopkins University | System and device for characterizing cells |
| US8731278B2 (en) | 2011-08-15 | 2014-05-20 | Molecular Devices, Inc. | System and method for sectioning a microscopy image for parallel processing |
| US8705834B2 (en) * | 2011-11-08 | 2014-04-22 | Perkinelmer Cellular Technologies Germany Gmbh | Methods and apparatus for image analysis using threshold compactness features |
| WO2013068781A1 (en) * | 2011-11-08 | 2013-05-16 | Perkinelmer Cellular Technologies Germany Gmbh | Methods and apparatus for image analysis using profile weighted intensity features |
| US20130138352A1 (en) * | 2011-11-30 | 2013-05-30 | Molecular Devices, Llc | System and method for determining a baseline measurement for a biological response curve |
| US20130329987A1 (en) * | 2012-06-11 | 2013-12-12 | Genesis Group Inc. | Video segmentation method |
| US9147132B2 (en) * | 2013-09-11 | 2015-09-29 | Digitalglobe, Inc. | Classification of land based on analysis of remotely-sensed earth images |
-
2014
- 2014-10-14 WO PCT/US2014/060417 patent/WO2015065697A1/en not_active Ceased
- 2014-10-14 EP EP14857738.0A patent/EP3063289B1/en active Active
- 2014-10-14 CN CN201480059295.8A patent/CN105849274B/zh active Active
- 2014-10-14 US US15/031,523 patent/US9830502B2/en active Active
- 2014-10-14 KR KR1020167008003A patent/KR102273115B1/ko active Active
- 2014-10-14 JP JP2016522089A patent/JP6619732B2/ja active Active
-
2017
- 2017-10-25 US US15/793,547 patent/US10061974B2/en active Active
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5987158A (en) * | 1994-09-20 | 1999-11-16 | Neopath, Inc. | Apparatus for automated identification of thick cell groupings on a biological specimen |
| CN102175625A (zh) * | 2010-11-29 | 2011-09-07 | 樊潮 | 一种癌细胞识别方法 |
| CN102682305A (zh) * | 2012-04-25 | 2012-09-19 | 深圳市迈科龙医疗设备有限公司 | 宫颈液基细胞学自动筛查方法和系统 |
Also Published As
| Publication number | Publication date |
|---|---|
| JP2016534709A (ja) | 2016-11-10 |
| EP3063289A1 (en) | 2016-09-07 |
| EP3063289B1 (en) | 2020-01-08 |
| JP6619732B2 (ja) | 2019-12-11 |
| US20180165509A1 (en) | 2018-06-14 |
| US20160259963A1 (en) | 2016-09-08 |
| WO2015065697A1 (en) | 2015-05-07 |
| US10061974B2 (en) | 2018-08-28 |
| CN105849274A (zh) | 2016-08-10 |
| KR20160078955A (ko) | 2016-07-05 |
| EP3063289A4 (en) | 2017-06-21 |
| US9830502B2 (en) | 2017-11-28 |
| KR102273115B1 (ko) | 2021-07-06 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN105849274B (zh) | 用于显微图像中的单独细胞的分类和识别的方法和系统 | |
| JP7458328B2 (ja) | マルチ分解能登録を介したマルチサンプル全体スライド画像処理 | |
| CN109154978B (zh) | 用于检测植物疾病的系统和方法 | |
| JP5546317B2 (ja) | 外観検査装置、外観検査用識別器の生成装置及び外観検査用識別器生成方法ならびに外観検査用識別器生成用コンピュータプログラム | |
| JP7477517B2 (ja) | 画像分析システムおよび画像分析システムを使用する方法 | |
| JP2022527145A (ja) | 予測的組織パターン特定のためのマルチプルインスタンスラーナ | |
| KR101969022B1 (ko) | 영상 분석 장치 및 방법 | |
| US8731278B2 (en) | System and method for sectioning a microscopy image for parallel processing | |
| JP2017529513A (ja) | 複数の染色で染色されている生物組織サンプルから取得されるマルチチャネル画像を分析するための画像処理方法及びシステム | |
| US9443129B2 (en) | Methods and apparatus for image analysis using threshold compactness features | |
| KR102158967B1 (ko) | 영상 분석 장치, 영상 분석 방법 및 기록 매체 | |
| CN110892272A (zh) | 装置、试料的状态的判别方法以及分析系统 | |
| JPWO2018207261A1 (ja) | 画像解析装置 | |
| US12475727B2 (en) | Image-processing-based object classification bootstrapping of region-level annotations | |
| Ufuktepe et al. | Deep learning-based cell detection and extraction in thin blood smears for malaria diagnosis | |
| Dubosclard et al. | Automated visual grading of grain kernels by machine vision | |
| US9053383B2 (en) | Recognizing apparatus and method, program, and recording medium | |
| JP5716504B2 (ja) | 画像処理装置、画像処理方法および画像処理プログラム | |
| JP2020518045A (ja) | 医療画像検出 | |
| Sanders et al. | Learning-guided automatic three dimensional synapse quantification for drosophila neurons | |
| Christian Ramarolahy et al. | Classification and generation of microscopy images with plasmodium falciparum via artificial neural networks | |
| Long et al. | Enhanced Mineral Image Classification Using YOLOv8-CLS With Optimized Feature Extraction and Dataset Augmentation | |
| Rao et al. | Deep learning pipeline for blood cell segmentation, classification and counting | |
| CN103034867B (zh) | 昆虫图像检测方法以及昆虫分类方法 | |
| Hussain et al. | HCS-PhenoCluster: Machine Learning based High-Content Phenotypic Analysis Tool |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| C06 | Publication | ||
| PB01 | Publication | ||
| C10 | Entry into substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |