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Transfer Learning Approach to Predict Biopsy-Confirmed Malignancy of Lung Nodules from Imaging Data: A Pilot Study 从影像学数据预测活检证实的肺结节恶性肿瘤的迁移学习方法:一项初步研究
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_29
W. Lindsay, Jiancong Wang, Nicholas Sachs, E. Barbosa, J. Gee
{"title":"Transfer Learning Approach to Predict Biopsy-Confirmed Malignancy of Lung Nodules from Imaging Data: A Pilot Study","authors":"W. Lindsay, Jiancong Wang, Nicholas Sachs, E. Barbosa, J. Gee","doi":"10.1007/978-3-030-00946-5_29","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_29","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"112 12","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120995920","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}
引用次数: 6
Large-Scale Mammography CAD with Deformable Conv-Nets
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_7
Stephen Morrell, Z. Wojna, Can Son Khoo, S. Ourselin, J. E. Iglesias
{"title":"Large-Scale Mammography CAD with Deformable Conv-Nets","authors":"Stephen Morrell, Z. Wojna, Can Son Khoo, S. Ourselin, J. E. Iglesias","doi":"10.1007/978-3-030-00946-5_7","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_7","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124220564","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}
引用次数: 14
Convolutional Neural Network Based COPD and Emphysema Classifications Are Predictive of Lung Cancer Diagnosis 基于卷积神经网络的COPD和肺气肿分类预测肺癌诊断
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_30
C. Hatt, C. Galbán, W. Labaki, E. Kazerooni, D. Lynch, M. Han
{"title":"Convolutional Neural Network Based COPD and Emphysema Classifications Are Predictive of Lung Cancer Diagnosis","authors":"C. Hatt, C. Galbán, W. Labaki, E. Kazerooni, D. Lynch, M. Han","doi":"10.1007/978-3-030-00946-5_30","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_30","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130192783","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}
引用次数: 13
An Unbiased Groupwise Registration Algorithm for Correcting Motion in Dynamic Contrast-Enhanced Magnetic Resonance Images 动态增强磁共振图像运动校正的无偏分组配准算法
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_5
Mia Mojica, Mehran Ebrahimi
{"title":"An Unbiased Groupwise Registration Algorithm for Correcting Motion in Dynamic Contrast-Enhanced Magnetic Resonance Images","authors":"Mia Mojica, Mehran Ebrahimi","doi":"10.1007/978-3-030-00946-5_5","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_5","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124403985","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}
引用次数: 1
Automatic Classification of Centrilobular Emphysema on CT Using Deep Learning: Comparison with Visual Scoring 基于深度学习的小叶中心肺气肿CT自动分类:与视觉评分的比较
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_32
S. Humphries, A. Notary, J. P. Centeno, D. Lynch
{"title":"Automatic Classification of Centrilobular Emphysema on CT Using Deep Learning: Comparison with Visual Scoring","authors":"S. Humphries, A. Notary, J. P. Centeno, D. Lynch","doi":"10.1007/978-3-030-00946-5_32","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_32","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134397343","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}
引用次数: 4
High Throughput Lung and Lobar Segmentation by 2D and 3D CNN on Chest CT with Diffuse Lung Disease 弥漫性肺疾病胸部CT二维和三维CNN高通量肺和肺叶分割
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_21
Xiaoyong Wang, P. Teng, P. Lo, Ashley Banola, G. Kim, F. Abtin, J. Goldin, Matthew S. Brown
{"title":"High Throughput Lung and Lobar Segmentation by 2D and 3D CNN on Chest CT with Diffuse Lung Disease","authors":"Xiaoyong Wang, P. Teng, P. Lo, Ashley Banola, G. Kim, F. Abtin, J. Goldin, Matthew S. Brown","doi":"10.1007/978-3-030-00946-5_21","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_21","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"124 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124194555","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}
引用次数: 13
Lung Structures Enhancement in Chest Radiographs via CT Based FCNN Training 基于CT FCNN训练的胸片肺结构增强
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_16
Ophir Gozes, H. Greenspan
{"title":"Lung Structures Enhancement in Chest Radiographs via CT Based FCNN Training","authors":"Ophir Gozes, H. Greenspan","doi":"10.1007/978-3-030-00946-5_16","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_16","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"62 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121439530","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}
引用次数: 13
Automated CNN-Based Reconstruction of Short-Axis Cardiac MR Sequence from Real-Time Image Data 基于cnn的实时图像数据短轴心脏MR序列自动重建
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_4
E. Kerfoot, E. Puyol-Antón, B. Ruijsink, J. Clough, A. King, J. Schnabel
{"title":"Automated CNN-Based Reconstruction of Short-Axis Cardiac MR Sequence from Real-Time Image Data","authors":"E. Kerfoot, E. Puyol-Antón, B. Ruijsink, J. Clough, A. King, J. Schnabel","doi":"10.1007/978-3-030-00946-5_4","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_4","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126063379","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}
引用次数: 5
Transfer Learning for Segmentation of Injured Lungs Using Coarse-to-Fine Convolutional Neural Networks 基于粗-细卷积神经网络的损伤肺分割迁移学习
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_20
S. Gerard, J. Herrmann, David W. Kaczka, J. Reinhardt
{"title":"Transfer Learning for Segmentation of Injured Lungs Using Coarse-to-Fine Convolutional Neural Networks","authors":"S. Gerard, J. Herrmann, David W. Kaczka, J. Reinhardt","doi":"10.1007/978-3-030-00946-5_20","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_20","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121786641","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}
引用次数: 10
Improved Breast Mass Segmentation in Mammograms with Conditional Residual U-net 基于条件剩余U-net的乳腺肿块分割方法的改进
RAMBO+BIA+TIA@MICCAI Pub Date : 2018-08-16 DOI: 10.1007/978-3-030-00946-5_9
Heyi Li, Dongdong Chen, B. Nailon, M. Davies, Dave Laurenson
{"title":"Improved Breast Mass Segmentation in Mammograms with Conditional Residual U-net","authors":"Heyi Li, Dongdong Chen, B. Nailon, M. Davies, Dave Laurenson","doi":"10.1007/978-3-030-00946-5_9","DOIUrl":"https://doi.org/10.1007/978-3-030-00946-5_9","url":null,"abstract":"","PeriodicalId":224714,"journal":{"name":"RAMBO+BIA+TIA@MICCAI","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129692076","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}
引用次数: 42
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