CN104992430B - 基于卷积神经网络的全自动的三维肝脏分割方法 - Google Patents
基于卷积神经网络的全自动的三维肝脏分割方法 Download PDFInfo
- Publication number
- CN104992430B CN104992430B CN201510333141.XA CN201510333141A CN104992430B CN 104992430 B CN104992430 B CN 104992430B CN 201510333141 A CN201510333141 A CN 201510333141A CN 104992430 B CN104992430 B CN 104992430B
- Authority
- CN
- China
- Prior art keywords
- layer
- liver
- neural networks
- convolutional neural
- data
- 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
Classifications
-
- 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
- G06T2207/10—Image acquisition modality
- G06T2207/10072—Tomographic images
- G06T2207/10088—Magnetic resonance imaging [MRI]
-
- 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
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30004—Biomedical image processing
- G06T2207/30056—Liver; Hepatic
Landscapes
- Apparatus For Radiation Diagnosis (AREA)
Abstract
Description
Claims (1)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201510333141.XA CN104992430B (zh) | 2015-04-14 | 2015-06-16 | 基于卷积神经网络的全自动的三维肝脏分割方法 |
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201510174749 | 2015-04-14 | ||
CN2015101747492 | 2015-04-14 | ||
CN201510333141.XA CN104992430B (zh) | 2015-04-14 | 2015-06-16 | 基于卷积神经网络的全自动的三维肝脏分割方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN104992430A CN104992430A (zh) | 2015-10-21 |
CN104992430B true CN104992430B (zh) | 2017-12-22 |
Family
ID=54304238
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201510333141.XA Active CN104992430B (zh) | 2015-04-14 | 2015-06-16 | 基于卷积神经网络的全自动的三维肝脏分割方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN104992430B (zh) |
Families Citing this family (22)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106056596B (zh) * | 2015-11-30 | 2019-02-26 | 浙江德尚韵兴图像科技有限公司 | 基于局部先验信息和凸优化的全自动三维肝脏分割方法 |
US11200664B2 (en) * | 2015-12-18 | 2021-12-14 | The Regents Of The University Of California | Interpretation and quantification of emergency features on head computed tomography |
CN105825509A (zh) * | 2016-03-17 | 2016-08-03 | 电子科技大学 | 基于3d卷积神经网络的脑血管分割方法 |
CN106204587B (zh) * | 2016-05-27 | 2019-01-08 | 浙江德尚韵兴图像科技有限公司 | 基于深度卷积神经网络和区域竞争模型的多器官分割方法 |
CN106204749B (zh) * | 2016-07-07 | 2019-03-29 | 北京航空航天大学 | 稀疏低秩特征表达的三维模型共分割方法 |
US11580380B2 (en) * | 2016-08-19 | 2023-02-14 | Movidius Limited | Systems and methods for distributed training of deep learning models |
CN106504232B (zh) * | 2016-10-14 | 2019-06-14 | 北京网医智捷科技有限公司 | 一种基于3d卷积神经网络的肺部结节自动检测*** |
CN111093518B (zh) * | 2017-08-17 | 2023-09-26 | 皇家飞利浦有限公司 | 使用与图像的触摸交互而从体积数据中提取图像平面的超声*** |
CN107464230B (zh) | 2017-08-23 | 2020-05-08 | 京东方科技集团股份有限公司 | 图像处理方法及装置 |
CN109615062B (zh) * | 2017-08-31 | 2020-10-27 | 中科寒武纪科技股份有限公司 | 一种卷积运算方法及装置 |
EP3654210A1 (en) | 2017-08-31 | 2020-05-20 | Cambricon Technologies Corporation Limited | Chip device and related products |
WO2019114842A1 (zh) | 2017-12-14 | 2019-06-20 | 北京中科寒武纪科技有限公司 | 一种集成电路芯片装置 |
WO2019138001A1 (en) * | 2018-01-10 | 2019-07-18 | Institut de Recherche sur les Cancers de l'Appareil Digestif - IRCAD | Automatic segmentation process of a 3d medical image by one or several neural networks through structured convolution according to the anatomic geometry of the 3d medical image |
CN108275524B (zh) * | 2018-01-12 | 2019-08-09 | 东北大学 | 一种基于第一视角视频序列操作评估的电梯维保操作监测与指导装置 |
CN108806793A (zh) * | 2018-04-17 | 2018-11-13 | 平安科技(深圳)有限公司 | 病变监测方法、装置、计算机设备和存储介质 |
CN109285158A (zh) * | 2018-07-24 | 2019-01-29 | 深圳先进技术研究院 | 血管壁斑块分割方法、装置及计算机可读存储介质 |
CN109214433A (zh) * | 2018-08-20 | 2019-01-15 | 福建师范大学 | 一种卷积神经网络区分肝癌分化等级的方法 |
CN109410217B (zh) * | 2018-09-26 | 2020-10-27 | 苏州六莲科技有限公司 | 一种图像分割的方法、装置及计算机可读存储介质 |
WO2020133354A1 (en) * | 2018-12-29 | 2020-07-02 | Shenzhen Malong Technologies Co., Ltd. | 3d segmentation network and 3d refinement module |
CN109872325B (zh) * | 2019-01-17 | 2022-11-15 | 东北大学 | 基于双路三维卷积神经网络的全自动肝脏肿瘤分割方法 |
CN109961443A (zh) * | 2019-03-25 | 2019-07-02 | 北京理工大学 | 基于多期ct影像引导的肝脏肿瘤分割方法及装置 |
CN111738982A (zh) * | 2020-05-28 | 2020-10-02 | 数坤(北京)网络科技有限公司 | 一种血管腔浓度梯度提取方法、装置以及可读存储介质 |
Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103366180A (zh) * | 2013-06-14 | 2013-10-23 | 山东大学 | 一种基于自动特征学习的细胞图像分割方法 |
CN103984958A (zh) * | 2014-05-07 | 2014-08-13 | 深圳大学 | ***细胞分割方法及*** |
Family Cites Families (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8073220B2 (en) * | 2009-04-20 | 2011-12-06 | Siemens Aktiengesellschaft | Methods and systems for fully automatic segmentation of medical images |
US8837771B2 (en) * | 2012-02-28 | 2014-09-16 | Siemens Aktiengesellschaft | Method and system for joint multi-organ segmentation in medical image data using local and global context |
-
2015
- 2015-06-16 CN CN201510333141.XA patent/CN104992430B/zh active Active
Patent Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103366180A (zh) * | 2013-06-14 | 2013-10-23 | 山东大学 | 一种基于自动特征学习的细胞图像分割方法 |
CN103984958A (zh) * | 2014-05-07 | 2014-08-13 | 深圳大学 | ***细胞分割方法及*** |
Also Published As
Publication number | Publication date |
---|---|
CN104992430A (zh) | 2015-10-21 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN104992430B (zh) | 基于卷积神经网络的全自动的三维肝脏分割方法 | |
CN109035255B (zh) | 一种基于卷积神经网络的ct图像中带夹层主动脉分割方法 | |
CN108198184B (zh) | 造影图像中血管分割的方法和*** | |
CN107563983B (zh) | 图像处理方法以及医学成像设备 | |
CN110934606B (zh) | 脑卒中早期平扫ct图像评估***及评估方法、可读存储介质 | |
CN105913432B (zh) | 基于ct序列图像的主动脉提取方法及装置 | |
CN109003299A (zh) | 一种基于深度学习的计算脑出血量的方法 | |
CN107203999A (zh) | 一种基于全卷积神经网络的皮肤镜图像自动分割方法 | |
CN106056596B (zh) | 基于局部先验信息和凸优化的全自动三维肝脏分割方法 | |
CN104978725B (zh) | 一种冠状动脉分割方法和装置 | |
CN108257135A (zh) | 基于深度学习方法解读医学图像特征的辅助诊断*** | |
CN109872325B (zh) | 基于双路三维卷积神经网络的全自动肝脏肿瘤分割方法 | |
CN108052977A (zh) | 基于轻量级神经网络的乳腺钼靶图像深度学习分类方法 | |
CN110047082A (zh) | 基于深度学习的胰腺神经内分泌肿瘤自动分割方法及*** | |
CN110197492A (zh) | 一种心脏mri左心室分割方法及*** | |
CN111951221A (zh) | 一种基于深度神经网络的肾小球细胞图像识别方法 | |
CN108665454A (zh) | 一种内镜图像智能分类及不规则病变区域检测方法 | |
CN103942799B (zh) | 一种乳腺超声图像分割方法及*** | |
CN112150477B (zh) | 脑影像动脉全自动分割方法及装置 | |
CN110036408A (zh) | 活动性出血和血液外渗的自动ct检测和可视化 | |
CN111524142B (zh) | 一种脑血管图像自动分割方法 | |
CN109584223A (zh) | Ct图像中肺部血管分割方法 | |
CN110047075A (zh) | 一种基于对抗网络的ct图像分割方法 | |
CN109919932A (zh) | 目标对象的识别方法和装置 | |
CN110364250A (zh) | 乳腺钼靶图像的自动标注方法、***及存储介质 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20151021 Assignee: ZHEJIANG DESHANG YUNXING IMAGE SCIENCE & TECHNOLOGY CO., LTD. Assignor: HANGZHOU OSHI IMAGE TECHNOLOGY CO., LTD. Contract record no.: 2016330000048 Denomination of invention: Fully-automatic three-dimensional liver segmentation method based on convolution nerve network License type: Exclusive License Record date: 20160324 |
|
LICC | Enforcement, change and cancellation of record of contracts on the licence for exploitation of a patent or utility model | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
TR01 | Transfer of patent right |
Effective date of registration: 20171227 Address after: 310012 7 floors, 7 floors, East 709 and 710, Hangzhou, Xihu District, Xihu District, Zhejiang Patentee after: ZHEJIANG DESHANG YUNXING IMAGE SCIENCE & TECHNOLOGY CO., LTD. Address before: 310023 room 315, Xihu District, Hangzhou, Hangzhou, Zhejiang Province, room 315 Patentee before: HANGZHOU OSHI IMAGE TECHNOLOGY CO., LTD. |
|
TR01 | Transfer of patent right | ||
CP01 | Change in the name or title of a patent holder |
Address after: 310012 Room 709, 710, 7-storey East Building, No. 90 Wensan Road, Xihu District, Hangzhou City, Zhejiang Province Patentee after: Zhejiang Deshang Yunxing Medical Technology Co., Ltd. Address before: 310012 Room 709, 710, 7-storey East Building, No. 90 Wensan Road, Xihu District, Hangzhou City, Zhejiang Province Patentee before: ZHEJIANG DESHANG YUNXING IMAGE SCIENCE & TECHNOLOGY CO., LTD. |
|
CP01 | Change in the name or title of a patent holder |