Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_16
A. Farag, Le Lu, H. Roth, Jiamin Liu, E. Turkbey, R. Summers
{"title":"Automatic Pancreas Segmentation Using Coarse-to-Fine Superpixel Labeling","authors":"A. Farag, Le Lu, H. Roth, Jiamin Liu, E. Turkbey, R. Summers","doi":"10.1007/978-3-319-42999-1_16","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_16","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124791622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_12
T. Ngo, G. Carneiro
{"title":"Fully Automated Segmentation Using Distance Regularised Level Set and Deep-Structured Learning and Inference","authors":"T. Ngo, G. Carneiro","doi":"10.1007/978-3-319-42999-1_12","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_12","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128969646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_14
Yefeng Zheng, David Liu, B. Georgescu, Daguang Xu, D. Comaniciu
{"title":"Deep Learning Based Automatic Segmentation of Pathological Kidney in CT: Local Versus Global Image Context","authors":"Yefeng Zheng, David Liu, B. Georgescu, Daguang Xu, D. Comaniciu","doi":"10.1007/978-3-319-42999-1_14","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_14","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126072332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_6
Jun Xu, Chao Zhou, Bing Lang, Qingshan Liu
{"title":"Deep Learning for Histopathological Image Analysis: Towards Computerized Diagnosis on Cancers","authors":"Jun Xu, Chao Zhou, Bing Lang, Qingshan Liu","doi":"10.1007/978-3-319-42999-1_6","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_6","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"262 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131491631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_3
H. Roth, Le Lu, Jiamin Liu, Jianhua Yao, Ari Seff, Kevin M. Cherry, Lauren Kim, R. Summers
{"title":"Efficient False Positive Reduction in Computer-Aided Detection Using Convolutional Neural Networks and Random View Aggregation","authors":"H. Roth, Le Lu, Jiamin Liu, Jianhua Yao, Ari Seff, Kevin M. Cherry, Lauren Kim, R. Summers","doi":"10.1007/978-3-319-42999-1_3","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_3","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117312254","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_10
Christian F. Baumgartner, O. Oktay, D. Rueckert
{"title":"Fully Convolutional Networks in Medical Imaging: Applications to Image Enhancement and Recognition","authors":"Christian F. Baumgartner, O. Oktay, D. Rueckert","doi":"10.1007/978-3-319-42999-1_10","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_10","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127100520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_17
Hoo-Chang Shin, Le Lu, Lauren Kim, Ari Seff, Jianhua Yao, R. Summers
{"title":"Interleaved Text/Image Deep Mining on a Large-Scale Radiology Image Database","authors":"Hoo-Chang Shin, Le Lu, Lauren Kim, Ari Seff, Jianhua Yao, R. Summers","doi":"10.1007/978-3-319-42999-1_17","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_17","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"92 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132001683","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_7
Mingchen Gao, Ziyue Xu, D. Mollura
{"title":"Interstitial Lung Diseases via Deep Convolutional Neural Networks: Segmentation Label Propagation, Unordered Pooling and Cross-Dataset Learning","authors":"Mingchen Gao, Ziyue Xu, D. Mollura","doi":"10.1007/978-3-319-42999-1_7","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_7","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"450 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134350406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_8
Hoo-Chang Shin, H. Roth, Mingchen Gao, Le Lu, Ziyue Xu, Isabella Nogues, Jianhua Yao, D. Mollura, R. Summers
{"title":"Three Aspects on Using Convolutional Neural Networks for Computer-Aided Detection in Medical Imaging","authors":"Hoo-Chang Shin, H. Roth, Mingchen Gao, Le Lu, Ziyue Xu, Isabella Nogues, Jianhua Yao, D. Mollura, R. Summers","doi":"10.1007/978-3-319-42999-1_8","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_8","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132705314","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1900-01-01DOI: 10.1007/978-3-319-42999-1_1
R. Summers
{"title":"Deep Learning and Computer-Aided Diagnosis for Medical Image Processing: A Personal Perspective","authors":"R. Summers","doi":"10.1007/978-3-319-42999-1_1","DOIUrl":"https://doi.org/10.1007/978-3-319-42999-1_1","url":null,"abstract":"","PeriodicalId":122248,"journal":{"name":"Deep Learning and Convolutional Neural Networks for Medical Image Computing","volume":"293 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116870591","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}