医学 AI - arXivDaily 专题

2102.08556 2021-09-15 eess.IV cs.CV 81%

Deep cross-modality (MR-CT) educed distillation learning for cone beam CT lung tumor segmentation

Jue Jiang, Sadegh Riyahi Alam, Ishita Chen, Perry Zhang, Andreas Rimner, Joseph O. Deasy, Harini Veeraraghavan

专题命中医学影像：CT(title)；MRI(abstract)；分类 cs.CV、eess.IV

Comments The paper has been accepted to Medical Physics

2103.00274 2021-09-15 eess.IV cs.CV 81%

PA-ResSeg: A Phase Attention Residual Network for Liver Tumor Segmentation from Multi-phase CT Images

Yingying Xu, Ming Cai, Lanfen Lin, Yue Zhang, Hongjie Hu, Zhiyi Peng, Qiaowei Zhang, Qingqing Chen, Xiongwei Mao, Yutaro Iwamoto, Xian-Hua Han, Yen-Wei Chen, Ruofeng Tong

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments A self-archive version to be published in Medical Physics, awaiting minor revision

2006.02420 2021-09-15 physics.med-ph cs.LG eess.IV 81%

Learning to Scan: A Deep Reinforcement Learning Approach for Personalized Scanning in CT Imaging

Ziju Shen, Yufei Wang, Dufan Wu, Xu Yang, Bin Dong

专题命中医学影像：CT(title,abstract)；分类 cs.LG、eess.IV

2109.05816 2021-09-14 cs.CV eess.IV 81%

Leveraging Clinical Characteristics for Improved Deep Learning-Based Kidney Tumor Segmentation on CT

Christina B. Lund, Bas H. M. van der Velden

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Submitted to the Kidney and Kidney Tumor Segmentation Challenge (KiTS21), MICCAI 2021

2109.03237 2021-09-10 eess.IV cs.CV 81%

MRI Reconstruction Using Deep Energy-Based Model

Yu Guan, Zongjiang Tu, Shanshan Wang, Qiegen Liu, Yuhao Wang, Dong Liang

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments 36 pages, 9 figures

2109.03478 2021-09-09 eess.IV cs.CV 81%

Cross-Site Severity Assessment of COVID-19 from CT Images via Domain Adaptation

Geng-Xin Xu, Chen Liu, Jun Liu, Zhongxiang Ding, Feng Shi, Man Guo, Wei Zhao, Xiaoming Li, Ying Wei, Yaozong Gao, Chuan-Xian Ren, Dinggang Shen

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

2109.03435 2021-09-09 eess.IV cs.CV 81%

SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation

Ammu R, Neelam Sinha

专题命中医学影像：medical image(title,abstract)；分类 cs.CV、eess.IV

2012.03173 2021-09-09 cs.LG cs.CV math.OC stat.ML 81%

Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification

Zhuoning Yuan, Yan Yan, Milan Sonka, Tianbao Yang

专题命中医学影像：medical image(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted by ICCV2021

Journal ref International Conference on Computer Vision (ICCV2021)

1902.05408 2021-09-09 cs.CV cs.LG stat.ML 81%

Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT

Bob D. de Vos, Jelmer M. Wolterink, Tim Leiner, Pim A. de Jong, Nikolas Lessmann, Ivana Isgum

专题命中医学影像：CT(title,abstract)；分类 cs.CV、cs.LG

Comments IEEE Transactions on Medical Imaging (In press)

Journal ref IEEE Transactions on Medical Imaging, Volume: 38, Issue: 9, Sept. 2019, Pages: 2127 - 2138

2109.01486 2021-09-06 eess.IV cs.CV 81%

Studying the Effects of Self-Attention for Medical Image Analysis

Adrit Rao, Jongchan Park, Sanghyun Woo, Joon-Young Lee, Oliver Aalami

专题命中医学影像：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments ICCV 2021 CVAMD

2102.02734 2021-08-30 physics.med-ph cs.LG eess.IV 81%

Deep learning-based synthetic-CT generation in radiotherapy and PET: a review

Maria Francesca Spadea, Matteo Maspero, Paolo Zaffino, Joao Seco

专题命中医学影像：CT(title,abstract)；分类 cs.LG、eess.IV

Comments 59 pages, 4 figures, 5 tables; two first equally contributing authors; Medical Physics. 2021

2108.05422 2021-08-29 eess.IV cs.CV 81%

Deep PET/CT fusion with Dempster-Shafer theory for lymphoma segmentation

Ling Huang, Thierry Denoeux, David Tonnelet, Pierre Decazes, Su Ruan

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments MICCAI 2021 Workshop MLMI

2108.11720 2021-08-27 eess.IV cs.CV 81%

Segmentation of Shoulder Muscle MRI Using a New Region and Edge based Deep Auto-Encoder

Saddam Hussain Khan, Asifullah Khan, Yeon Soo Lee, Mehdi Hassan, Woong Kyo jeong

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments Pages: 23, 8 Figures, 2 Tables

2108.10147 2021-08-24 cs.LG cs.AI eess.IV 81%

Spatio-Temporal Split Learning for Privacy-Preserving Medical Platforms: Case Studies with COVID-19 CT, X-Ray, and Cholesterol Data

Yoo Jeong Ha, Minjae Yoo, Gusang Lee, Soyi Jung, Sae Won Choi, Joongheon Kim, Seehwan Yoo

专题命中医学影像：CT(title,abstract)；分类 cs.LG、eess.IV

2102.04869 2021-08-24 eess.IV cs.CV cs.NE 81%

A Real-World Demonstration of Machine Learning Generalizability: Intracranial Hemorrhage Detection on Head CT

Hojjat Salehinejad, Jumpei Kitamura, Noah Ditkofsky, Amy Lin, Aditya Bharatha, Suradech Suthiphosuwan, Hui-Ming Lin, Jefferson R. Wilson, Muhammad Mamdani, Errol Colak

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments This paper is under review

2108.09535 2021-08-24 eess.IV cs.CV 81%

Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application

Boris Shirokikh, Alexandra Dalechina, Alexey Shevtsov, Egor Krivov, Valery Kostjuchenko, Amayak Durgaryan, Mikhail Galkin, Andrey Golanov, Mikhail Belyaev

专题命中医学影像：medical image(title,abstract)；分类 cs.CV、eess.IV

2108.08956 2021-08-23 cs.CV cs.LG 81%

Semi-supervised learning for medical image classification using imbalanced training data

Tri Huynh, Aiden Nibali, Zhen He

专题命中医学影像：medical image(title,abstract)；分类 cs.CV、cs.LG

Comments This paper has 28 pages, 7 figures

1909.10922 2021-08-23 eess.IV cs.CV 81%

Automatic techniques for cochlear implant CT image analysis

Yiyuan Zhao

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments This is a preprint of Yiyuan Zhao's Ph.D. dissertation from Vanderbilt University, Nashville, TN, USA. Trivial formatting modifications have been made in the arxiv version for readability. Vanderbilt University Electronic These & Dissertation (https://etd.library.vanderbilt.edu/) has the original submission on May 11 2018, and will be released on May 11 2020

2108.07662 2021-08-19 cs.CV cs.AI cs.LG 81%

MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions

Penghua Zhai, Huaiwei Cong, Gangming Zhao, Chaowei Fang, Jinpeng Li, Ting Cai, Huiguang He

专题命中医学影像：CT(title,abstract)；分类 cs.CV、cs.LG

Comments This 16-page manuscript has been submitted to Meidcal Image Analysis for possible publication

2108.02155 2021-08-06 cs.CV cs.LG 81%

Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows

M. M. A. Valiuddin, C. G. A. Viviers, R. J. G. van Sloun, P. H. N. de With, F. van der Sommen

专题命中医学影像：medical image(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted for UNSURE at MICCAI 2021. 13 pages and 7 figures

2108.02002 2021-08-05 eess.IV cs.CV 81%

Online unsupervised Learning for domain shift in COVID-19 CT scan datasets

Nicolas Ewen, Naimul Khan

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted at ICAS 2021

2108.00109 2021-08-03 eess.IV cs.LG physics.med-ph 81%

A Machine-learning Based Initialization for Joint Statistical Iterative Dual-energy CT with Application to Proton Therapy

Tao Ge, Maria Medrano, Rui Liao, David G. Politte, Jeffrey F. Williamson, Joseph A. O'Sullivan

专题命中医学影像：CT(title,abstract)；分类 cs.LG、eess.IV

2012.15564 2021-07-29 eess.IV cs.CV 81%

Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation

Yichi Zhang, Qingcheng Liao, Lin Yuan, He Zhu, Jiezhen Xing, Jicong Zhang

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments 12 pages

2107.12205 2021-07-27 eess.IV cs.CV 81%

Early Diagnosis of Lung Cancer Using Computer Aided Detection via Lung Segmentation Approach

Abhir Bhandary, Ananth Prabhu G, Mustafa Basthikodi, Chaitra K M

专题命中医学影像：diagnosis(title,abstract)；分类 cs.CV、eess.IV

Comments 9 pages, 10 figures, Published with International Journal of Engineering Trends and Technology (IJETT)

Journal ref International Journal of Engineering Trends and Technology 69.5(2021):85-93

2105.14758 2021-07-27 eess.IV cs.CV 81%

Low-Dose CT Denoising Using a Structure-Preserving Kernel Prediction Network

Lu Xu, Yuwei Zhang, Ying Liu, Daoye Wang, Mu Zhou, Jimmy Ren, Jingwei Wei, Zhaoxiang Ye

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments ICIP2021

2102.07896 2021-07-23 eess.SP cs.SD eess.AS eess.IV 81%

A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images

Yongwan Lim, Asterios Toutios, Yannick Bliesener, Ye Tian, Sajan Goud Lingala, Colin Vaz, Tanner Sorensen, Miran Oh, Sarah Harper, Weiyi Chen, Yoonjeong Lee, Johannes Töger, Mairym Lloréns Montesserin, Caitlin Smith, Bianca Godinez, Louis Goldstein, Dani Byrd, Krishna S. Nayak, Shrikanth S. Narayanan

专题命中医学影像：MRI(title,abstract)；分类 eess.IV、eess.SP

Comments 27 pages, 6 figures, 5 tables, submitted to Nature Scientific Data

2004.08962 2021-07-23 eess.IV eess.SP 81%

High-dimensional Fast Convolutional Framework (HICU) for Calibrationless MRI

Shen Zhao, Lee C. Potter, Rizwan Ahmad

专题命中医学影像：MRI(title,abstract)；分类 eess.IV、eess.SP

Journal ref Magnetic Resonance in Medicine, September 2021, Volume 86, Issue 3, Pages 1212-1225

2107.08962 2021-07-20 eess.IV cs.CV 81%

Frequency-Supervised MR-to-CT Image Synthesis

Zenglin Shi, Pascal Mettes, Guoyan Zheng, Cees Snoek

专题命中医学影像：CT(title,abstract)；分类 cs.CV、eess.IV

Comments MICCAI workshop on Deep Generative Models, 2021

2007.09465 2021-07-20 eess.IV cs.CV 81%

PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation

Jue Jiang, Yu Chi Hu, Neelam Tyagi, Andreas Rimner, Nancy Lee, Joseph O. Deasy, Sean Berry, Harini Veeraraghavan

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments This paper has been accepted by IEEE Transactions on Medical Imaging

Journal ref IEEE Transactions on Medical Imaging, 2020

2107.08111 2021-07-20 eess.IV cs.CV 81%

Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures

Holger R. Roth, Dong Yang, Wenqi Li, Andriy Myronenko, Wentao Zhu, Ziyue Xu, Xiaosong Wang, Daguang Xu

专题命中医学影像：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments MICCAI 2021 accepted

1. 医学影像 22681 篇

Deep cross-modality (MR-CT) educed distillation learning for cone beam CT lung tumor segmentation

PA-ResSeg: A Phase Attention Residual Network for Liver Tumor Segmentation from Multi-phase CT Images

Learning to Scan: A Deep Reinforcement Learning Approach for Personalized Scanning in CT Imaging

Leveraging Clinical Characteristics for Improved Deep Learning-Based Kidney Tumor Segmentation on CT

MRI Reconstruction Using Deep Energy-Based Model

Cross-Site Severity Assessment of COVID-19 from CT Images via Domain Adaptation

SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation

Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classification

Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT

Studying the Effects of Self-Attention for Medical Image Analysis

Deep learning-based synthetic-CT generation in radiotherapy and PET: a review

Deep PET/CT fusion with Dempster-Shafer theory for lymphoma segmentation

Segmentation of Shoulder Muscle MRI Using a New Region and Edge based Deep Auto-Encoder

Spatio-Temporal Split Learning for Privacy-Preserving Medical Platforms: Case Studies with COVID-19 CT, X-Ray, and Cholesterol Data

A Real-World Demonstration of Machine Learning Generalizability: Intracranial Hemorrhage Detection on Head CT

Systematic Clinical Evaluation of A Deep Learning Method for Medical Image Segmentation: Radiosurgery Application

Semi-supervised learning for medical image classification using imbalanced training data

Automatic techniques for cochlear implant CT image analysis

MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions

Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows

Online unsupervised Learning for domain shift in COVID-19 CT scan datasets

A Machine-learning Based Initialization for Joint Statistical Iterative Dual-energy CT with Application to Proton Therapy

Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation

Early Diagnosis of Lung Cancer Using Computer Aided Detection via Lung Segmentation Approach

Low-Dose CT Denoising Using a Structure-Preserving Kernel Prediction Network

A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images

High-dimensional Fast Convolutional Framework (HICU) for Calibrationless MRI

Frequency-Supervised MR-to-CT Image Synthesis

PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation

Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures