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Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation PDF

9 Pages·2020·English
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by ['ballechase']| 2020| 9 pages| English

About Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation

1) The document discusses using transfer learning to improve COVID-19 CT image segmentation by leveraging knowledge from non-COVID-19 lung lesion datasets. 2) It evaluates four transfer learning methods using a public COVID-19 CT dataset and three non-COVID-19 datasets, finding that learning from multiple lung lesion datasets extracts more general features, leading to more accurate models. 3) A proposed multi-encoder learning method incorporates transferred lung lesion features effectively from non-COVID-19 datasets, achieving significant performance improvements for COVID-19 CT image segmentation.

Detailed Information

Author:['ballechase']
Publication Year:2020
Pages:9
Language:English
Format:PDF
Price:FREE
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