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植物根系原位CT图像分割方法的研究进展
引用本文:周学成,罗锡文,刘正敏.植物根系原位CT图像分割方法的研究进展[J].计算机工程与设计,2007,28(17):4252-4256.
作者姓名:周学成  罗锡文  刘正敏
作者单位:1. 华南农业大学,工程学院,广东,广州,510642;中国科技大学,自动化系,安徽,合肥,230027
2. 华南农业大学,工程学院,广东,广州,510642
3. 中国科技大学,自动化系,安徽,合肥,230027
摘    要:植物根系原位CT图像的分割是植物根系三维重建和定量分析的基础.在综述了有关领域常见图像分割算法的基础上,分析了植物根系原位CT序列图像分割研究中存在的问题,提出了原位根系CT序列图像分割算法研究的新思路.指出原位根系CT序列图像分割算法的研究应针对CT序列图像的特点、结合根系空间构型的先验知识,综合利用数学形态学、模糊理论以及神经网络等理论方法,重点在提高算法的精度和鲁棒性.

关 键 词:计算机断层摄影  图像分割  分割精度  算法综述  植物根系  植物根系  序列图像分割  分割方法  研究进展  in  situ  plant  roots  technology  image  segmentation  鲁棒性  精度  算法研究  重点  模糊理论  神经网络  数学形态学  综合利用  先验知识  空间构型  结合  问题
文章编号:1000-7024(2007)17-4252-05
修稿时间:2006-11-18

Advances in CT image segmentation technology for plant roots in situ
ZHOU Xue-cheng,LUO Xi-wen,LIU Zheng-min.Advances in CT image segmentation technology for plant roots in situ[J].Computer Engineering and Design,2007,28(17):4252-4256.
Authors:ZHOU Xue-cheng  LUO Xi-wen  LIU Zheng-min
Affiliation:1. College of Engineering, South China Agricultural University, Guangzhou 510642, China; 2. Department of Automation, University of Science and Technology of China, Hefei 230027, China
Abstract:The precise segmentation of roots CT images is the basis to implement the 3D reconstruction and quantitative analysis of plant root system in situ.The main methods of image segmentation used in the relevant fields are summarized.The characteristics and ap-plicability of these methods are discussed.The problem existing in the research on the CT image segmentation for plant roots in situ are analyzed.Some new ideas are put forwards for the further research.The characteristic of CT slice images and the transcendental know-ledge of roots' geometrical architecture should be considered fully in the new algorithms of root CT image segmentation.And the new relevant theory and methods including mathematical morphology approaches,fuzzy mathematics and neural network-based approaches should be used synthetically in the new algorithms.Its emphases are to improve the precision and robustness of algorithms.
Keywords:CT  image segmentation  segmenting precision  algorithms review  plant root
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