4.6 Article

Automatic Detection of B-Lines in In Vivo Lung Ultrasound

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TUFFC.2018.2885955

关键词

B-lines; pulmonary edema; segmentation; ultrasound imaging

资金

  1. Danish Advanced Technology Foundation [82-2012-4]
  2. BK Medical ApS, Herlev, Denmark

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This paper proposes an automatic method for accurate detection and visualization of B-lines in ultrasound lung scans, which provides a quantitative measure for the number of B-lines present. All the scans used in this study were acquired using a BK3000 ultrasound scanner (BK Ultrasound, Herlev, Denmark) driving a 5.5-MHz linear transducer (BK Ultrasound). Four healthy subjects and four patients, after major surgery with pulmonary edema, were scanned at four locations on each lung for B-line examination. Eight sequences of 50 frames were acquired for each subject yielding 64 sequences in total. The proposed algorithm was applied to all 3200 in-vivo lung ultrasound images. The results showed that the average number of B-lines was 0.28 +/- 0.06 (Mean +/- Std) in scans belonging to the patients compared to 0.03 +/- 0.06 (Mean +/- Std) in the healthy subjects. Also, the Mann-Whitney test showed a significant difference between the two groups with the p-value of 0.015, and indicating that the proposed algorithm was able to differentiate between the healthy volunteers and the patients. In conclusion, the method can be used to automatically and to quantitatively characterize the distribution of B-lines for diagnosing pulmonary edema.

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