CN105719294B - 一种乳腺癌病理学图像有丝***核自动分割方法 - Google Patents
一种乳腺癌病理学图像有丝***核自动分割方法 Download PDFInfo
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- CN105719294B CN105719294B CN201610040330.2A CN201610040330A CN105719294B CN 105719294 B CN105719294 B CN 105719294B CN 201610040330 A CN201610040330 A CN 201610040330A CN 105719294 B CN105719294 B CN 105719294B
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- 238000000034 method Methods 0.000 title claims abstract description 29
- 230000000394 mitotic effect Effects 0.000 title claims abstract description 21
- 206010006187 Breast cancer Diseases 0.000 title claims abstract description 18
- 208000026310 Breast neoplasm Diseases 0.000 title claims abstract description 18
- 230000001575 pathological effect Effects 0.000 title abstract description 4
- 230000011218 segmentation Effects 0.000 claims abstract description 39
- 238000001914 filtration Methods 0.000 claims abstract description 15
- 230000000877 morphologic effect Effects 0.000 claims abstract description 8
- 238000012549 training Methods 0.000 claims abstract description 8
- 239000003550 marker Substances 0.000 claims description 10
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- 238000009499 grossing Methods 0.000 claims description 4
- 230000007170 pathology Effects 0.000 claims description 4
- 238000012545 processing Methods 0.000 claims description 4
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- 238000002360 preparation method Methods 0.000 claims description 2
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- 238000001514 detection method Methods 0.000 description 4
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- PCHJSUWPFVWCPO-UHFFFAOYSA-N gold Chemical compound [Au] PCHJSUWPFVWCPO-UHFFFAOYSA-N 0.000 description 2
- 238000003709 image segmentation Methods 0.000 description 2
- 238000003064 k means clustering Methods 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 206010028980 Neoplasm Diseases 0.000 description 1
- 208000002495 Uterine Neoplasms Diseases 0.000 description 1
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- 239000003086 colorant Substances 0.000 description 1
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- 238000010186 staining Methods 0.000 description 1
- 206010046766 uterine cancer Diseases 0.000 description 1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06T2207/30096—Tumor; Lesion
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CN105719294A CN105719294A (zh) | 2016-06-29 |
CN105719294B true CN105719294B (zh) | 2018-09-25 |
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Families Citing this family (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106327508B (zh) * | 2016-08-23 | 2019-04-02 | 马跃生 | Ki67指数自动分析方法 |
CN108932717B (zh) * | 2017-05-25 | 2020-11-13 | 深圳市理邦精密仪器股份有限公司 | 超声三维图像的处理方法及装置 |
CN108596936A (zh) * | 2018-04-28 | 2018-09-28 | 中南大学 | 一种基于多层级slic的图像超像素分割方法 |
CN108986101B (zh) * | 2018-05-31 | 2021-07-06 | 浙江大学 | 基于循环“抠图-分割”优化的人体图像分割方法 |
CN110458830B (zh) * | 2019-03-08 | 2021-02-09 | 腾讯科技(深圳)有限公司 | 图像处理方法、装置、服务器及存储介质 |
CN110210578B (zh) * | 2019-06-19 | 2021-11-16 | 四川智动木牛智能科技有限公司 | 基于图论的***组织病理学显微图像聚类*** |
CN110490877B (zh) * | 2019-07-04 | 2021-10-22 | 西安理工大学 | 基于Graph Cuts的双目立体图像对目标分割方法 |
CN111724351B (zh) * | 2020-05-30 | 2023-05-02 | 上海健康医学院 | 一种基于机器学习的氦泡电镜图像统计分析方法 |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6978042B1 (en) * | 1999-04-23 | 2005-12-20 | The Regents Of The University Of California | Color image segmentation method |
CN103903015A (zh) * | 2014-03-20 | 2014-07-02 | 南京信息工程大学 | 一种细胞有丝***检测方法 |
CN104156947A (zh) * | 2014-07-23 | 2014-11-19 | 小米科技有限责任公司 | 图像分割方法、装置及设备 |
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- 2016-01-21 CN CN201610040330.2A patent/CN105719294B/zh active Active
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6978042B1 (en) * | 1999-04-23 | 2005-12-20 | The Regents Of The University Of California | Color image segmentation method |
CN103903015A (zh) * | 2014-03-20 | 2014-07-02 | 南京信息工程大学 | 一种细胞有丝***检测方法 |
CN104156947A (zh) * | 2014-07-23 | 2014-11-19 | 小米科技有限责任公司 | 图像分割方法、装置及设备 |
Non-Patent Citations (2)
Title |
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"Automated mitosis detection using texture, SIFT features and HMAX biologically inspired approach";Humayun Irshad, Sepehr Jalali等;《Journal of Pathology Informatics》;20130330;论文第1-7页 * |
"基于低秩表示的乳腺癌病理图像有丝***检测";刘雅等;《计算机应用研究》;20150130;第32卷(第1期);论文第280-283页 * |
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Denomination of invention: Breast cancer pathology image mitosis nucleus automatic segmentation method Effective date of registration: 20200310 Granted publication date: 20180925 Pledgee: Changsha Furong sub branch of China Construction Bank Co., Ltd Pledgor: HUNAN PINXIN BIOENGINEERING Co.,Ltd. Registration number: Y2020980000563 |
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Denomination of invention: An automatic segmentation method for mitotic nuclei in pathological images of breast cancer Effective date of registration: 20210616 Granted publication date: 20180925 Pledgee: Changsha Furong sub branch of China Construction Bank Co.,Ltd. Pledgor: HUNAN PINXIN BIOENGINEERING Co.,Ltd. Registration number: Y2021430000019 |