Information processing in medical imaging : proceedings of the ... conference最新文献

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Learning image quality assessment by reinforcing task amenable data selection 学习图像质量评估通过加强任务可适应的数据选择
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-02-15 DOI: 10.1007/978-3-030-78191-0_58
Shaheer U. Saeed, Yunguan Fu, Zachary Michael Cieman Baum, Qianye Yang, M. Rusu, Richard E. Fan, G. Sonn, D. Barratt, Yipeng Hu
{"title":"Learning image quality assessment by reinforcing task amenable data selection","authors":"Shaheer U. Saeed, Yunguan Fu, Zachary Michael Cieman Baum, Qianye Yang, M. Rusu, Richard E. Fan, G. Sonn, D. Barratt, Yipeng Hu","doi":"10.1007/978-3-030-78191-0_58","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_58","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"21 1","pages":"755-766"},"PeriodicalIF":0.0,"publicationDate":"2021-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84254266","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
Segmenting two-dimensional structures with strided tensor networks 用跨张量网络分割二维结构
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-02-13 DOI: 10.1007/978-3-030-78191-0_31
Raghavendra Selvan, E. Dam, Jens Petersen
{"title":"Segmenting two-dimensional structures with strided tensor networks","authors":"Raghavendra Selvan, E. Dam, Jens Petersen","doi":"10.1007/978-3-030-78191-0_31","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_31","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"4 1","pages":"401-414"},"PeriodicalIF":0.0,"publicationDate":"2021-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77661952","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
HyperMorph: Amortized Hyperparameter Learning for Image Registration HyperMorph:用于图像配准的平摊超参数学习
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-04 DOI: 10.1007/978-3-030-78191-0_1
Andrew Hoopes, Malte Hoffmann, B. Fischl, J. Guttag, Adrian V. Dalca
{"title":"HyperMorph: Amortized Hyperparameter Learning for Image Registration","authors":"Andrew Hoopes, Malte Hoffmann, B. Fischl, J. Guttag, Adrian V. Dalca","doi":"10.1007/978-3-030-78191-0_1","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_1","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"1 1","pages":"3-17"},"PeriodicalIF":0.0,"publicationDate":"2021-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88471990","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: 71
3D Nucleus Instance Segmentation for Whole-Brain Microscopy Images 全脑显微镜图像的三维核实例分割
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-01 DOI: 10.1007/978-3-030-78191-0_39
Junbo Ma, O. Krupa, M. Glass, Carolyn M. McCormick, D. Borland, Minjeong Kim, Jason L. Stein, Guorong Wu
{"title":"3D Nucleus Instance Segmentation for Whole-Brain Microscopy Images","authors":"Junbo Ma, O. Krupa, M. Glass, Carolyn M. McCormick, D. Borland, Minjeong Kim, Jason L. Stein, Guorong Wu","doi":"10.1007/978-3-030-78191-0_39","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_39","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"18 1","pages":"504-516"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81498821","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
Learning Multi-resolution Graph Edge Embedding for Discovering Brain Network Dysfunction in Neurological Disorders 学习多分辨率图边缘嵌入发现神经系统疾病中的脑网络功能障碍
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-01 DOI: 10.1007/978-3-030-78191-0_20
Xin Ma, Guorong Wu, Seong Jae Hwang, Won Hwa Kim
{"title":"Learning Multi-resolution Graph Edge Embedding for Discovering Brain Network Dysfunction in Neurological Disorders","authors":"Xin Ma, Guorong Wu, Seong Jae Hwang, Won Hwa Kim","doi":"10.1007/978-3-030-78191-0_20","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_20","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"11 1","pages":"253-266"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87378122","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: 2
Hierarchical Morphology-Guided Tooth Instance Segmentation from CBCT Images 基于分层形态学的CBCT图像牙例分割
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-01 DOI: 10.1007/978-3-030-78191-0_12
Zhiming Cui, Bojun Zhang, C. Lian, Changjian Li, Lei Yang, Wenping Wang, Min Zhu, D. Shen
{"title":"Hierarchical Morphology-Guided Tooth Instance Segmentation from CBCT Images","authors":"Zhiming Cui, Bojun Zhang, C. Lian, Changjian Li, Lei Yang, Wenping Wang, Min Zhu, D. Shen","doi":"10.1007/978-3-030-78191-0_12","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_12","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"56 1","pages":"150-162"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74350696","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
Semi-Supervised Screening of COVID-19 from Positive and Unlabeled Data with Constraint Non-Negative Risk Estimator 基于约束非负风险估计器的阳性和未标记数据中COVID-19的半监督筛选
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-01 DOI: 10.1007/978-3-030-78191-0_47
Zhongyi Han, Rundong He, Tianyang Li, B. Wei, Jian Wang, Yilong Yin
{"title":"Semi-Supervised Screening of COVID-19 from Positive and Unlabeled Data with Constraint Non-Negative Risk Estimator","authors":"Zhongyi Han, Rundong He, Tianyang Li, B. Wei, Jian Wang, Yilong Yin","doi":"10.1007/978-3-030-78191-0_47","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_47","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"1 1","pages":"611-623"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90206705","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
Nested Grassmanns for Dimensionality Reduction with Applications to Shape Analysis 用于降维的嵌套格拉斯曼在形状分析中的应用
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-01 DOI: 10.1007/978-3-030-78191-0_11
Chun-Hao Yang, B. Vemuri
{"title":"Nested Grassmanns for Dimensionality Reduction with Applications to Shape Analysis","authors":"Chun-Hao Yang, B. Vemuri","doi":"10.1007/978-3-030-78191-0_11","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_11","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"1 1","pages":"136-149"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90210546","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: 3
Quantile Regression for Uncertainty Estimation in VAEs with Applications to Brain Lesion Detection. 分位数回归的不确定性估计及其在脑损伤检测中的应用。
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-01 Epub Date: 2021-06-14 DOI: 10.1007/978-3-030-78191-0_53
Haleh Akrami, Anand Joshi, Sergul Aydore, Richard Leahy
{"title":"Quantile Regression for Uncertainty Estimation in VAEs with Applications to Brain Lesion Detection.","authors":"Haleh Akrami,&nbsp;Anand Joshi,&nbsp;Sergul Aydore,&nbsp;Richard Leahy","doi":"10.1007/978-3-030-78191-0_53","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_53","url":null,"abstract":"<p><p>The Variational AutoEncoder (VAE) has become one of the most popular models for anomaly detection in applications such as lesion detection in medical images. The VAE is a generative graphical model that is used to learn the data distribution from samples and then generate new samples from this distribution. By training on normal samples, the VAE can be used to detect inputs that deviate from this learned distribution. The VAE models the output as a conditionally independent Gaussian characterized by means and variances for each output dimension. VAEs can therefore use reconstruction probability instead of reconstruction error for anomaly detection. Unfortunately, joint optimization of both mean and variance in the VAE leads to the well-known problem of shrinkage or underestimation of variance. We describe an alternative VAE model, Quantile-Regression VAE (QR-VAE), that avoids this variance shrinkage problem by estimating conditional quantiles for the given input image. Using the estimated quantiles, we compute the conditional mean and variance for input images under the Gaussian model. We then compute reconstruction probability using this model as a principled approach to outlier or anomaly detection. We also show how our approach can be used for heterogeneous thresholding of images for detecting lesions in brain images.</p>","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":" ","pages":"689-700"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321392/pdf/nihms-1723560.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39264529","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Velocity-To-Pressure (V2P) - Net: Inferring Relative Pressures from Time-Varying 3D Fluid Flow Velocities 速度-压力(V2P) -网络:从时变的三维流体流动速度推断相对压力
Information processing in medical imaging : proceedings of the ... conference Pub Date : 2021-01-01 DOI: 10.1007/978-3-030-78191-0_42
Suprosanna Shit, Dhritiman Das, I. Ezhov, J. Paetzold, A. F. Sanches, N. Thürey, Bjoern H Menze
{"title":"Velocity-To-Pressure (V2P) - Net: Inferring Relative Pressures from Time-Varying 3D Fluid Flow Velocities","authors":"Suprosanna Shit, Dhritiman Das, I. Ezhov, J. Paetzold, A. F. Sanches, N. Thürey, Bjoern H Menze","doi":"10.1007/978-3-030-78191-0_42","DOIUrl":"https://doi.org/10.1007/978-3-030-78191-0_42","url":null,"abstract":"","PeriodicalId":73379,"journal":{"name":"Information processing in medical imaging : proceedings of the ... conference","volume":"93 1","pages":"545-558"},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85490491","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
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