Yang Weiping,Luo Hongyan,Zhang Shaoxiang,Wu Yi,Hu Nan,Pan Jinhong.Automatic segmentation of lung tissue in thoracic MRI images[J].J Amry Med Univ (J Third Mil Med Univ),2011,33(11):1170-1173.
Yang Weiping,Luo Hongyan,Zhang Shaoxiang,Wu Yi,Hu Nan,Pan Jinhong.Automatic segmentation of lung tissue in thoracic MRI images[J].J Amry Med Univ (J Third Mil Med Univ),2011,33(11):1170-1173.DOI:
Automatic segmentation of lung tissue in thoracic MRI images
Objective To investigate on the possibility of automatic segmentation of lung tissue in the thoracic MRI images. Methods According to the features of thoracic MRI images
an algorithm for the segmentation of lung tissue was proposed. It was characterized by the initial rough segmentation and then followed by fine segmentation. Initially
the region of lung tissue was extracted roughly in the threshold method. Then the background was unified by means of the connected region labeling. Finally
the morphological method was adopted to smooth the edge of the segmented lung tissue
fill the internal small defects and remove the attached trachea as well as main bronchus. Results The edges of the automatically segmented lung tissues in all images were distinct and almost matched the original ones. The results were also consistent with the manually segmented ones. The average dice similarity index was beyond 89%
and could be identified as effective segmentation. Conclusion The algorithm is accurate and valid for automatic segmentation of lung tissue in the thoracic MRI images collected at different instants in a respiratory cycle.