Annotation-Efficient COVID-19 Pneumonia Lesion Segmentation Using Error-Aware Unified Semisupervised and Active Learning

Author:

Fang Zhenghan1ORCID,Bai Junjie1ORCID,Guo Xinyu1ORCID,Wang Xin1,Gao Feng1,Yang Hao-Yu1,Kong Bin1,Hou Ying1,Cao Kunlin1,Song Qi1,Xia Jun2,Yin Youbing1ORCID

Affiliation:

1. Keya Medical Company, Ltd., Shenzhen, China

2. Shenzhen Second People’s Hospital, Shenzhen, China

Funder

Shenzhen Science and Technology Program

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Science Applications,Artificial Intelligence

Reference57 articles.

1. Rapid AI development cycle for the coronavirus (COVID-19) pandemic: Initial results for automated detection & patient monitoring using deep learning CT image analysis;gozes,2020

2. Consistency-Based Semi-supervised Active Learning: Towards Minimizing Labeling Cost

3. Machine learning-based CT radiomics model for predicting hospital stay in patients with pneumonia associated with SARS-CoV-2 infection: A multicenter study;qi;Ann Transl Med,2020

4. Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

5. Quantitative computed tomography analysis for stratifying the severity of Coronavirus Disease 2019

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