A generalized method for automatic segmentation of neighboring cells
文献类型:会议论文
作者 | Wang ZZ(王振洲)![]() |
出版日期 | 2015 |
会议名称 | 41st Annual Conference of the IEEE Industrial Electronics Society, IECON 2015 |
会议日期 | November 9-12, 2015 |
会议地点 | Yokohama, Japan |
关键词 | Segmentation Threshold Selection Morphology Image Processing Neighboring Cells Skeletal Muscle Micrograph Anaplastic Astrocytoma Micrograph |
页码 | 4235-4240 |
中文摘要 | Robust and automatic segmentation of the neighboring cells remains a challenging problem due to the diversity of the cell types, frequently occurring artifacts, weak borders between adjacent cells, the arbitrary shape and large number of cells. Currently, the widely used segmentation and quantification tools are still manual or semi-automatic, which is time-consuming and labor intensive. With a breakthrough in the accuracy of threshold selection method proposed by the author, it is feasible now for a completely automatic and generalized method to fulfill the segmentation task. Even if the automatic method might not be perfect for segmenting all the neighboring cells in all the acquired images, the manual work after automatic segmentation will be minor. The proposed generalized method for cell segmentation comprises three parts: 1) Preparatory segmentation; 2) Cell identification; 3) Border delineation. We tested the proposed method on two types of cell images: 1) stained mice skeletal muscle micrograph; 2) human anaplastic astrocytoma micrograph. Experimental results show that the proposed method is effective in segmenting the neighboring cells and is thus promising for the future streamlined cell segmentation tool. |
收录类别 | EI ; CPCI(ISTP) |
产权排序 | 1 |
会议主办者 | IEEE Industrial Electonics Society (IES) |
会议录 | IECON 2015 - 41st Annual Conference of the IEEE Industrial Electronics Society
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会议录出版者 | IEEE |
会议录出版地 | Piscataway, NJ, USA |
语种 | 英语 |
ISSN号 | 1553-572X |
ISBN号 | 978-1-4799-1762-4 |
WOS记录号 | WOS:000382950704039 |
源URL | [http://ir.sia.cn/handle/173321/18719] ![]() |
专题 | 沈阳自动化研究所_机器人学研究室 |
推荐引用方式 GB/T 7714 | Wang ZZ. A generalized method for automatic segmentation of neighboring cells[C]. 见:41st Annual Conference of the IEEE Industrial Electronics Society, IECON 2015. Yokohama, Japan. November 9-12, 2015. |
入库方式: OAI收割
来源:沈阳自动化研究所
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