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Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation [article]

Jun Ma, Yixin Wang, Xingle An, Cheng Ge, Ziqi Yu, Jianan Chen, Qiongjie Zhu, Guoqiang Dong, Jian He, Zhiqiang He, Yuntao Zhu, Ziwei Nie (+1 others)
2020 arXiv   pre-print
Most of the existing studies are based on large and private annotated datasets that are impractical to obtain from a single institution, especially when radiologists are busy fighting the coronavirus disease  ...  Purpose: Accurate segmentation of lung and infection in COVID-19 CT scans plays an important role in the quantitative management of patients.  ...  For example, StructSeg (Automatic Structure Segmentation for Radiotherapy Planning Challenge 2020) has 10 testing cases [46] and ASOCA (Automated Segmentation Of Coronary Arteries) has 20 testing cases  ... 
arXiv:2004.12537v2 fatcat:ackfjrnwtne2voij662wfctfo4

Towards Data‐Efficient Learning: A Benchmark for COVID‐19 CT Lung and Infection Segmentation

Jun Ma, Yixin Wang, Xingle An, Cheng Ge, Ziqi Yu, Jianan Chen, Qiongjie Zhu, Guoqiang Dong, Jian He, Zhiqiang He, Tianjia Cao, Yuntao Zhu (+2 others)
2020 Medical Physics (Lancaster)  
Accurate segmentation of lung and infection in COVID-19 CT scans plays an important role in the quantitative management of patients.  ...  Most of the existing studies are based on large and private annotated datasets that are impractical to obtain from a single institution, especially when radiologists are busy fighting the coronavirus disease  ...  For example, StructSeg (Automatic Structure Segmentation for Radiotherapy Planning Challenge 2020) has 10 testing cases 46 and ASOCA (Automated Segmentation Of Coronary Arteries) has 20 testing cases  ... 
doi:10.1002/mp.14676 pmid:33354790 fatcat:a6pcrp6bubhblpwsb7neskjzam

3rd International Conference on Academic and Industrial Innovations: Transitions in Pharmaceutical, Medical and Biosciences (22-23 Oct 2018)

A B
2018 Asian Journal of Pharmaceutical and Clinical Research  
about the pharmacokinetics (PK) and pharmacodynamics (PD) of a drug in children.  ...  This review was summarizes the regulatory requirements, strategies and role of Modeling and Simulation (MandS) in pediatric populations.  ...  Dyslipidemia is one of the major risk factors for atherosclerosis and atherosclerosis-induced conditions such as coronary artery disease (CAD), ischemic heart disease (IHD) etc.  ... 
doi:10.22159/ajpcr.2018.v11i11.30607 fatcat:glxy4yt575eytgg4qjxbujdbyi