CN109285147A - 用于乳腺钼靶钙化检测的图像处理方法及装置、服务器 - Google Patents
用于乳腺钼靶钙化检测的图像处理方法及装置、服务器 Download PDFInfo
- Publication number
- CN109285147A CN109285147A CN201811004034.2A CN201811004034A CN109285147A CN 109285147 A CN109285147 A CN 109285147A CN 201811004034 A CN201811004034 A CN 201811004034A CN 109285147 A CN109285147 A CN 109285147A
- Authority
- CN
- China
- Prior art keywords
- image
- pixel
- residual
- calcification
- reconstructed
- 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.)
- Granted
Links
- 230000002308 calcification Effects 0.000 title claims abstract description 91
- 238000001514 detection method Methods 0.000 title claims abstract description 55
- ZOKXTWBITQBERF-UHFFFAOYSA-N Molybdenum Chemical compound [Mo] ZOKXTWBITQBERF-UHFFFAOYSA-N 0.000 title claims abstract description 44
- 229910052750 molybdenum Inorganic materials 0.000 title claims abstract description 44
- 239000011733 molybdenum Substances 0.000 title claims abstract description 44
- 210000000481 breast Anatomy 0.000 title claims abstract description 32
- 238000003672 processing method Methods 0.000 title claims abstract description 17
- 238000012549 training Methods 0.000 claims abstract description 23
- 238000012360 testing method Methods 0.000 claims abstract description 13
- 230000002159 abnormal effect Effects 0.000 claims description 19
- 238000012545 processing Methods 0.000 claims description 12
- 241001269238 Data Species 0.000 claims description 11
- 238000009826 distribution Methods 0.000 claims description 9
- 239000004744 fabric Substances 0.000 claims description 2
- 238000000034 method Methods 0.000 abstract description 20
- 230000000694 effects Effects 0.000 abstract description 10
- 230000008569 process Effects 0.000 abstract description 6
- 208000004434 Calcinosis Diseases 0.000 description 80
- 230000006870 function Effects 0.000 description 24
- 238000010586 diagram Methods 0.000 description 7
- 230000008859 change Effects 0.000 description 6
- 210000001519 tissue Anatomy 0.000 description 6
- OYPRJOBELJOOCE-UHFFFAOYSA-N Calcium Chemical compound [Ca] OYPRJOBELJOOCE-UHFFFAOYSA-N 0.000 description 5
- 229910052791 calcium Inorganic materials 0.000 description 5
- 239000011575 calcium Substances 0.000 description 5
- 238000013527 convolutional neural network Methods 0.000 description 5
- 238000013480 data collection Methods 0.000 description 5
- 206010006187 Breast cancer Diseases 0.000 description 3
- 208000026310 Breast neoplasm Diseases 0.000 description 3
- 210000005075 mammary gland Anatomy 0.000 description 3
- 230000000877 morphologic effect Effects 0.000 description 3
- 238000012795 verification Methods 0.000 description 3
- 238000000692 Student's t-test Methods 0.000 description 2
- 238000007689 inspection Methods 0.000 description 2
- 230000001788 irregular Effects 0.000 description 2
- 238000013507 mapping Methods 0.000 description 2
- 239000000203 mixture Substances 0.000 description 2
- 238000010606 normalization Methods 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 206010028980 Neoplasm Diseases 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 201000011510 cancer Diseases 0.000 description 1
- 238000010276 construction Methods 0.000 description 1
- 239000006071 cream Substances 0.000 description 1
- 238000013135 deep learning Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 210000004907 gland Anatomy 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 230000010365 information processing Effects 0.000 description 1
- 238000009434 installation Methods 0.000 description 1
- 230000001537 neural effect Effects 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 238000003909 pattern recognition Methods 0.000 description 1
- 230000008439 repair process Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/0002—Inspection of images, e.g. flaw detection
- G06T7/0012—Biomedical image inspection
-
- 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
-
- 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
- G06T2207/20084—Artificial neural networks [ANN]
-
- 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
- G06T2207/20212—Image combination
- G06T2207/20224—Image subtraction
-
- 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
- G06T2207/30068—Mammography; Breast
Landscapes
- Engineering & Computer Science (AREA)
- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Medical Informatics (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Radiology & Medical Imaging (AREA)
- Quality & Reliability (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Apparatus For Radiation Diagnosis (AREA)
Abstract
Description
Claims (10)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201811004034.2A CN109285147B (zh) | 2018-08-30 | 2018-08-30 | 用于乳腺钼靶钙化检测的图像处理方法及装置、服务器 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201811004034.2A CN109285147B (zh) | 2018-08-30 | 2018-08-30 | 用于乳腺钼靶钙化检测的图像处理方法及装置、服务器 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN109285147A true CN109285147A (zh) | 2019-01-29 |
CN109285147B CN109285147B (zh) | 2020-12-29 |
Family
ID=65183229
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201811004034.2A Active CN109285147B (zh) | 2018-08-30 | 2018-08-30 | 用于乳腺钼靶钙化检测的图像处理方法及装置、服务器 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN109285147B (zh) |
Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110021016A (zh) * | 2019-04-01 | 2019-07-16 | 数坤(北京)网络科技有限公司 | 一种钙化检测方法 |
CN110473186A (zh) * | 2019-02-14 | 2019-11-19 | 腾讯科技(深圳)有限公司 | 一种基于医学图像的检测方法、模型训练的方法及装置 |
CN111325266A (zh) * | 2020-02-18 | 2020-06-23 | 慧影医疗科技(北京)有限公司 | 乳腺钼靶图像中微钙化簇的检测方法、装置和电子设备 |
CN113509191A (zh) * | 2021-03-05 | 2021-10-19 | 北京赛迈特锐医疗科技有限公司 | 乳腺钼靶x线影像的分析方法、装置及设备 |
Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1194045A (zh) * | 1995-07-25 | 1998-09-23 | 好乐思治疗公司 | 计算机辅助疾病诊断方法 |
US20090171236A1 (en) * | 2007-12-11 | 2009-07-02 | Epi-Sci, Llc | Electrical bioimpedance analysis as a biomarker of breast density and/or breast cancer risk |
US20110207156A1 (en) * | 2008-10-29 | 2011-08-25 | The Regents Of The University Of Colorado | Biomarkers for Diagnosis of Breast Cancer |
CN102938013A (zh) * | 2011-08-15 | 2013-02-20 | 株式会社东芝 | 医用图像处理装置及医用图像处理方法 |
US20160341712A1 (en) * | 2013-10-23 | 2016-11-24 | Brigham And Women's Hospital, Inc. | System and method for analyzing tissue intra-operatively using mass spectrometry |
CN106326931A (zh) * | 2016-08-25 | 2017-01-11 | 南京信息工程大学 | 基于深度学习的乳腺钼靶图像自动分类方法 |
CN107798679A (zh) * | 2017-12-11 | 2018-03-13 | 福建师范大学 | 乳腺钼靶图像乳房区域分割与钙化点检测方法 |
CN107886514A (zh) * | 2017-11-22 | 2018-04-06 | 浙江中医药大学 | 基于深度残差网络的乳腺钼靶图像肿块语义分割方法 |
CN108416360A (zh) * | 2018-01-16 | 2018-08-17 | 华南理工大学 | 基于乳腺钼靶钙化特征的癌症诊断系统及方法 |
-
2018
- 2018-08-30 CN CN201811004034.2A patent/CN109285147B/zh active Active
Patent Citations (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1194045A (zh) * | 1995-07-25 | 1998-09-23 | 好乐思治疗公司 | 计算机辅助疾病诊断方法 |
US20090171236A1 (en) * | 2007-12-11 | 2009-07-02 | Epi-Sci, Llc | Electrical bioimpedance analysis as a biomarker of breast density and/or breast cancer risk |
US20110207156A1 (en) * | 2008-10-29 | 2011-08-25 | The Regents Of The University Of Colorado | Biomarkers for Diagnosis of Breast Cancer |
CN102938013A (zh) * | 2011-08-15 | 2013-02-20 | 株式会社东芝 | 医用图像处理装置及医用图像处理方法 |
US20160341712A1 (en) * | 2013-10-23 | 2016-11-24 | Brigham And Women's Hospital, Inc. | System and method for analyzing tissue intra-operatively using mass spectrometry |
CN106326931A (zh) * | 2016-08-25 | 2017-01-11 | 南京信息工程大学 | 基于深度学习的乳腺钼靶图像自动分类方法 |
CN107886514A (zh) * | 2017-11-22 | 2018-04-06 | 浙江中医药大学 | 基于深度残差网络的乳腺钼靶图像肿块语义分割方法 |
CN107798679A (zh) * | 2017-12-11 | 2018-03-13 | 福建师范大学 | 乳腺钼靶图像乳房区域分割与钙化点检测方法 |
CN108416360A (zh) * | 2018-01-16 | 2018-08-17 | 华南理工大学 | 基于乳腺钼靶钙化特征的癌症诊断系统及方法 |
Non-Patent Citations (4)
Title |
---|
AYA F.KHALAF等: "Novel features for microcalcification detection in digital mammogram images based on wavelet and statistical analysis", 《IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING》 * |
OLAF RONNEBERGER等: "U-Net:Convolutional Networks for Biomedical Image Segmentation", 《INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION》 * |
RAVI K.SAMALA等: "Deep-learning convolution neural network for computer-aided detection of microcalcifications in digital breast tomosynthesis", 《SPIE MEDICAL IMAGING》 * |
车琳琳: "基于钼靶X线影像的乳腺微钙化点检测和良恶性识别算法研究", 《中国优秀硕士学位论文全文数据库》 * |
Cited By (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110473186A (zh) * | 2019-02-14 | 2019-11-19 | 腾讯科技(深圳)有限公司 | 一种基于医学图像的检测方法、模型训练的方法及装置 |
CN110473186B (zh) * | 2019-02-14 | 2021-02-09 | 腾讯科技(深圳)有限公司 | 一种基于医学图像的检测方法、模型训练的方法及装置 |
CN110021016A (zh) * | 2019-04-01 | 2019-07-16 | 数坤(北京)网络科技有限公司 | 一种钙化检测方法 |
CN111325266A (zh) * | 2020-02-18 | 2020-06-23 | 慧影医疗科技(北京)有限公司 | 乳腺钼靶图像中微钙化簇的检测方法、装置和电子设备 |
CN111325266B (zh) * | 2020-02-18 | 2023-07-21 | 慧影医疗科技(北京)股份有限公司 | 乳腺钼靶图像中微钙化簇的检测方法、装置和电子设备 |
CN113509191A (zh) * | 2021-03-05 | 2021-10-19 | 北京赛迈特锐医疗科技有限公司 | 乳腺钼靶x线影像的分析方法、装置及设备 |
Also Published As
Publication number | Publication date |
---|---|
CN109285147B (zh) | 2020-12-29 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN109285147A (zh) | 用于乳腺钼靶钙化检测的图像处理方法及装置、服务器 | |
CN109685776B (zh) | 一种基于ct图像的肺结节检测方法及系统 | |
CN107123123B (zh) | 基于卷积神经网络的图像分割质量评价方法 | |
CN111488921B (zh) | 一种全景数字病理图像智能分析系统及方法 | |
CN106778604B (zh) | 基于匹配卷积神经网络的行人再识别方法 | |
CN112101451B (zh) | 一种基于生成对抗网络筛选图像块的乳腺癌组织病理类型分类方法 | |
Angelina et al. | Image segmentation based on genetic algorithm for region growth and region merging | |
CN111814704B (zh) | 基于级联注意力与点监督机制的全卷积考场目标检测方法 | |
CN110322438B (zh) | 结核分枝杆菌自动检测模型的训练方法及自动检测系统 | |
CN110135319A (zh) | 一种异常行为检测方法及其系统 | |
CN110309781B (zh) | 基于多尺度光谱纹理自适应融合的房屋损毁遥感识别方法 | |
CN110766051A (zh) | 一种基于神经网络的肺结节形态学分类方法 | |
CN108764085A (zh) | 基于生成对抗网络的人群计数方法 | |
CN104331710B (zh) | 开关状态识别系统 | |
CN110852316A (zh) | 一种采用密集结构卷积网络的图像篡改检测和定位方法 | |
CN112733950A (zh) | 一种基于图像融合与目标检测结合的电力设备故障诊断方法 | |
CN109767422A (zh) | 基于深度学习的管道检测识别方法、存储介质及机器人 | |
CN105976383A (zh) | 一种基于极限学习机图像识别的输电设备故障诊断方法 | |
CN110123347A (zh) | 用于乳腺钼靶的图像处理方法及装置 | |
CN108305253A (zh) | 一种基于多倍率深度学习的病理全切片诊断方法 | |
CN109815800A (zh) | 基于回归算法的目标检测方法及系统 | |
CN109829881A (zh) | 基于深度学习的鸟巢检测方法及系统 | |
CN109785288A (zh) | 基于深度学习的输电设备缺陷检测方法及系统 | |
CN108171119B (zh) | 基于残差网络的sar图像变化检测方法 | |
CN109815798A (zh) | 无人机图像处理方法及系统 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20190722 Address after: 102200 Unit 3, Unit 3, Unit 309, Building 4, Courtyard 42, Qibei Road, North Qijia Town, Changping District, Beijing Applicant after: BEIJING SHENRUI BOLIAN TECHNOLOGY Co.,Ltd. Applicant after: SHENZHEN DEEPWISE BOLIAN TECHNOLOGY Co.,Ltd. Address before: 100080 Area A, 21th Floor, Zhonggang International Plaza, 8 Haidian Street, Haidian District, Beijing Applicant before: BEIJING SHENRUI BOLIAN TECHNOLOGY Co.,Ltd. |
|
TA01 | Transfer of patent application right | ||
CB02 | Change of applicant information |
Address after: Room 705, 8 Building 1818-2 Wenyi West Road, Yuhang District, Hangzhou City, Zhejiang Province, 311100 Applicant after: SHENZHEN DEEPWISE BOLIAN TECHNOLOGY Co.,Ltd. Applicant after: BEIJING SHENRUI BOLIAN TECHNOLOGY Co.,Ltd. Address before: 102200 Unit 3, Unit 3, Unit 309, Building 4, Courtyard 42, Qibei Road, North Qijia Town, Changping District, Beijing Applicant before: BEIJING SHENRUI BOLIAN TECHNOLOGY Co.,Ltd. Applicant before: SHENZHEN DEEPWISE BOLIAN TECHNOLOGY Co.,Ltd. |
|
CB02 | Change of applicant information | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right |
Denomination of invention: Image processing method, device, and server for detecting breast molybdenum target calcification Effective date of registration: 20231007 Granted publication date: 20201229 Pledgee: Guotou Taikang Trust Co.,Ltd. Pledgor: SHENZHEN DEEPWISE BOLIAN TECHNOLOGY Co.,Ltd. Registration number: Y2023980059614 |
|
PE01 | Entry into force of the registration of the contract for pledge of patent right |