Image classification method and device and computer-readable storage medium
The invention discloses an image classification method and device, and a computer readable storage medium, relates to the computer field, in particular to the medical image processing field. The method take the obtained limited medical images and the medical images obtained through transformation as...
Saved in:
Main Authors | , , |
---|---|
Format | Patent |
Language | Chinese English |
Published |
22.02.2019
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | The invention discloses an image classification method and device, and a computer readable storage medium, relates to the computer field, in particular to the medical image processing field. The method take the obtained limited medical images and the medical images obtained through transformation as training data sets, and utilizes the depth learning network method to carry out image classification training for different organs, so as to obtain classifiers of corresponding layers of different organs. Finally, the new input image is classified by the classifier. The invention also provides an image classification device and a computer-readable storage medium. The invention utilizes less data to complete the training of the classifier and finally realizes the automatic classification of images, thereby greatly improving the efficiency of the image classification.
本发明公开了种图像分类的方法、装置及计算机可读存储介质,涉及计算机领域,特别医学图像处理领域,将获得的有限的医学图像及通过变换得到的医学图像作为训练数据集,针对不同器官,利用深度学习网络方法进行图像分类训练,得到不同器官相应层的分类器;最终通过分类器对新输入图像分类。本发明还提供了种图像分类装置及计 |
---|---|
AbstractList | The invention discloses an image classification method and device, and a computer readable storage medium, relates to the computer field, in particular to the medical image processing field. The method take the obtained limited medical images and the medical images obtained through transformation as training data sets, and utilizes the depth learning network method to carry out image classification training for different organs, so as to obtain classifiers of corresponding layers of different organs. Finally, the new input image is classified by the classifier. The invention also provides an image classification device and a computer-readable storage medium. The invention utilizes less data to complete the training of the classifier and finally realizes the automatic classification of images, thereby greatly improving the efficiency of the image classification.
本发明公开了种图像分类的方法、装置及计算机可读存储介质,涉及计算机领域,特别医学图像处理领域,将获得的有限的医学图像及通过变换得到的医学图像作为训练数据集,针对不同器官,利用深度学习网络方法进行图像分类训练,得到不同器官相应层的分类器;最终通过分类器对新输入图像分类。本发明还提供了种图像分类装置及计 |
Author | MO KANGXIN ZHANG DIANSHENG HUANG WEIKANG |
Author_xml | – fullname: MO KANGXIN – fullname: HUANG WEIKANG – fullname: ZHANG DIANSHENG |
BookMark | eNqNi00KwjAUBrPQhT-9QzxAQakQXJaiKIIr9-WZfK2BJC8kqecXxQO4mlnMLMUscMBCXC-eRkjtKGc7WE3FcpAe5clGUjDS4GU1vqrZx6kg1Qlk6OEgc-H02T2MnfxazAdyGdWPK7E5He_duUbkHjmSRkDpu9tue2iU2ivVNv80b4gsN1I |
ContentType | Patent |
DBID | EVB |
DatabaseName | esp@cenet |
DatabaseTitleList | |
Database_xml | – sequence: 1 dbid: EVB name: esp@cenet url: http://worldwide.espacenet.com/singleLineSearch?locale=en_EP sourceTypes: Open Access Repository |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Medicine Chemistry Sciences Physics |
DocumentTitleAlternate | 种图像分类的方法、装置及计算机可读存储介质 |
ExternalDocumentID | CN109377477A |
GroupedDBID | EVB |
ID | FETCH-epo_espacenet_CN109377477A3 |
IEDL.DBID | EVB |
IngestDate | Fri Jul 19 14:49:49 EDT 2024 |
IsOpenAccess | true |
IsPeerReviewed | false |
IsScholarly | false |
Language | Chinese English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-epo_espacenet_CN109377477A3 |
Notes | Application Number: CN201811122177 |
OpenAccessLink | https://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20190222&DB=EPODOC&CC=CN&NR=109377477A |
ParticipantIDs | epo_espacenet_CN109377477A |
PublicationCentury | 2000 |
PublicationDate | 20190222 |
PublicationDateYYYYMMDD | 2019-02-22 |
PublicationDate_xml | – month: 02 year: 2019 text: 20190222 day: 22 |
PublicationDecade | 2010 |
PublicationYear | 2019 |
RelatedCompanies | GUANGDONG EDA TECHNOLOGY CO., LTD |
RelatedCompanies_xml | – name: GUANGDONG EDA TECHNOLOGY CO., LTD |
Score | 3.3146057 |
Snippet | The invention discloses an image classification method and device, and a computer readable storage medium, relates to the computer field, in particular to the... |
SourceID | epo |
SourceType | Open Access Repository |
SubjectTerms | CALCULATING COMPUTING COUNTING HANDLING RECORD CARRIERS IMAGE DATA PROCESSING OR GENERATION, IN GENERAL PHYSICS PRESENTATION OF DATA RECOGNITION OF DATA RECORD CARRIERS |
Title | Image classification method and device and computer-readable storage medium |
URI | https://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20190222&DB=EPODOC&locale=&CC=CN&NR=109377477A |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LS8NAEB5qfd40WrQ-iCC5BWveHoLYTUJVmhap0ltJdhNUaFpMiuCvd2ZNrRe9LbPssjswj92Z-QbgwkzxWeG6V7owua1b17mje0ae64lpcdtIOqkpcbb7sdN7su7H9rgBb8taGIkT-iHBEVGiOMp7JfX1fPWJFcjcyvIyfUXS7CYa-YFWv47RuqG904KuHw4HwYBpjPks1uJHn1CT0NNx3ds1WCc3mnD2w-cuVaXMf5uUaBc2hrhbUe1B4_NFgW227LymwFa_DngrsCkzNHmJxFoKy314uJuiFlA5Ob6U6SPPq373glaTQqgiI_mXQ153bdDRORRUJqVSOiQtp6j6YnoA51E4Yj0dzzf5YcaExaurmC1oFrMiOwRVcDtPPTvnrqBgZSd1TFSBicEz10tEnh1B--992v9NHsMOMVaWcRsn0KzeF9kpGuIqPZMc_AKefY2q |
link.rule.ids | 230,309,786,891,25594,76906 |
linkProvider | European Patent Office |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3dT8IwEL8gfuCbokbxayZmb4uwMTofFiMdCwgMYtDwRrZ2i5owiIyY-Nd7V4f4om_NNW3aS-6jvbvfAVxbET4rGKsZ0hK2Ub9NGoZjJokRWnVhm2E1shTOdj9otJ_qD2N7XIC3VS2Mwgn9UOCIKFEC5T1T-nq-_sTyVG7l4iZ6RdLszh-5np6_jtG6ob3TvabbGg68Adc5d3mgB48uoSahp8PY_QZsMkLnJdfpuUlVKfPfJsXfg60h7pZm-1D4fClDia86r5Vhp58HvMuwrTI0xQKJuRQuDqDbmaIW0AQ5vpTpo86rffeC1sJUajIm-VdDkXdtMNA5lFQmpVE6JC2nqPpyeghXfmvE2waeb_LDjAkP1lexjqCYztL4GDQp7CRy7EQwScHKatSwUAWGpoiZE8okPoHK3_tU_pu8hFJ71O9Nep2gewq7xGRV0m2eQTF7X8bnaJSz6EJx8wtnoZCX |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Apatent&rft.title=Image+classification+method+and+device+and+computer-readable+storage+medium&rft.inventor=MO+KANGXIN&rft.inventor=HUANG+WEIKANG&rft.inventor=ZHANG+DIANSHENG&rft.date=2019-02-22&rft.externalDBID=A&rft.externalDocID=CN109377477A |