Selective search and sequential detection for standard plane localization in ultrasound
Ni Dong; Li Tianmei; Yang Xin; Qin Jing; Li Shengli; Chin Chien-Ting; Ouyang Shuyuan; Wang Tianfu; Chen Siping
2013
会议名称5th International Workshop on Abdominal Imaging: Computation and Clinical Applications, Held in Conjunction with 16th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2013
会议地点Nagoya, Japan
英文摘要We present the first automatic solution for localizing fetal abdominal standard plane (FASP) in consecutive 2D ultrasound images. FASP is located in the presence of three key anatomies detected by learning based algorithms, including stomach bubble (SB), umbilical vein (UV), and spine (SP). Traditional detection methods exhaustively scanning the entire image with sliding window algorithms tend not to perform well, since large numbers of regions appear similar to key anatomies. We propose a novel approach by applying local detectors sequentially on the preselected locations of SB, SP and UV. Specifically, we employ segmentation to generate probable locations for SB detection while exploiting a novel accumulative vessel probability algorithm to produce probable locations for SP and UV detection. The sequential scheme automatically excludes detected regions in former steps for subsequent detection, and further limits the search range according to the geometric relationship among anatomies. Experimental results on 100 fetal abdomen videos show that our method significantly outperforms traditional methods that only use local detector.
收录类别EI
语种英语
内容类型会议论文
源URL[http://ir.siat.ac.cn:8080/handle/172644/4562]  
专题深圳先进技术研究院_集成所
作者单位2013
推荐引用方式
GB/T 7714
Ni Dong,Li Tianmei,Yang Xin,et al. Selective search and sequential detection for standard plane localization in ultrasound[C]. 见:5th International Workshop on Abdominal Imaging: Computation and Clinical Applications, Held in Conjunction with 16th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2013. Nagoya, Japan.
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