Automatic recognition of 3D GGO CT imaging signs through the fusion of hybrid resampling and layer-wise fine-tuning CNNs

2018 ◽  
Vol 56 (12) ◽  
pp. 2201-2212 ◽  
Author(s):  
Guanghui Han ◽  
Xiabi Liu ◽  
Guangyuan Zheng ◽  
Murong Wang ◽  
Shan Huang
2020 ◽  
Vol 108 ◽  
pp. 103492
Author(s):  
Zhaoning Li ◽  
Jiangtao Ren
Keyword(s):  

2019 ◽  
Vol 99 ◽  
pp. 558-570 ◽  
Author(s):  
Guanghui Han ◽  
Xiabi Liu ◽  
Heye Zhang ◽  
Guangyuan Zheng ◽  
Nouman Qadeer Soomro ◽  
...  

2016 ◽  
Vol 23 (3) ◽  
pp. 213-219 ◽  
Author(s):  
Christina A. LeBedis ◽  
Stephan W. Anderson ◽  
David D. B. Bates ◽  
Ramy Khalil ◽  
David Matherly ◽  
...  
Keyword(s):  

2020 ◽  
Author(s):  
Zhongbiao Jiang ◽  
Chongqing Tan ◽  
Shan Jiang ◽  
Kun Yu ◽  
Yang Wang ◽  
...  

Abstract Objectives: To provide a reference for CT imaging changes for patients discharged from a Fangcang shelter hospital, a large-scale, temporary hospital for the centralized treatment of patients with mild to moderate Coronavirus disease 2019 (COVID-19) to provide essential functions (isolation, triage, basic medical care, frequent monitoring and rapid referral, essential living and social engagement) to them..Methods: Patients with mild to moderate COVID-19 admitted to the Wuchang Fangcang Shelter Hospital who had undergone pre-discharge and previous CT scans were included. Changes in the CT imaging features were defined as progression, no change, improvement or recovery. Basic patient information was obtained, and imaging signs were compared between the two CT scans.Results: A total of 83 patients were included. The median age was 53 years old. The course of disease was 28.3±10.7 days. CT imaging changes indicated progression, no change, improvement, and recovery in 3, 12, 66, and 2 patients, respectively. Between the two CT scans, the imaging signs showed a significant reduction in consolidation, a significant increase in fibrosis, and a reduction or / and thinning of ground-glass opacities. None of the patients showed signs of deterioration on follow-up and thus did not need to return to the hospital for treatment.Conclusion: In the COVID-19 Fangcang shelter hospital, given the shortage of medical staff and lack of medical resources, CT imaging diagnostic methods can be used to accurately discharge patients who had met the discharge criteria for isolation and observation from the Fangcang Shelter Hospital.


ASHA Leader ◽  
2017 ◽  
Vol 22 (6) ◽  
Author(s):  
Christi Miller
Keyword(s):  

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