Image Analysis Protocol for Pollen Viability Identification on Selected Genotypes of Rice (Oryza sativa L.)

被引:0
作者
Go, Rj C. [1 ]
Daga, Ryan Rey M. [1 ]
Gerona, Maria Elisa B. [1 ]
机构
[1] Univ Philippines, Visayas Tacloban Coll, Div Nat Sci & Math, Tacloban City, Leyte, Philippines
来源
2019 IEEE 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION SYSTEMS (ICCCS 2019) | 2019年
关键词
edge detection; k-means clustering; pollen viability; oryza sativa L;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Pollen viability plays a key role in the efficient sexual reproduction of plants. However, estimating pollen viability is a labor-intensive and time-consuming task for researchers. Moreover, it is difficult to evaluate a large dataset of microscopic images as most of it needs to be meticulously examined. Existing methods have been developed to efficiently estimate total pollen count but their success in computing viability percentage is rather limited since they do not integrate viability testing techniques such as pollen staining. Some of these existing methods greatly depend on features such as the diameter of the pollen grain which requires a manual standardization to come up with two exclusive distributions for viable and nonviable pollen grains. An image analysis protocol was presented to compute the viability percentage on selected genotypes of rice (Oryza sativa L.). The effectiveness of the segmentation was evaluated in terms of accuracy in classification of the pollen grains. Results suggest the proposed method can be an alternative to the traditional labor-intensive manual counting.
引用
收藏
页码:248 / 252
页数:5
相关论文
共 8 条
[1]  
Acharjya P.P., 2012, Global Journal of Computer Science and Technology, V12
[3]   A new procedure to asses pollen viability [J].
Rodriguez-Riano, T ;
Dafni, A .
SEXUAL PLANT REPRODUCTION, 2000, 12 (04) :241-244
[4]  
Shraddha T., 2012, INT J COMPUTER SCI M, V1
[5]   Pollen flow of cultivated rice measured under experimental conditions [J].
Song, ZP ;
Lu, BR ;
Chen, JK .
BIODIVERSITY AND CONSERVATION, 2004, 13 (03) :579-590
[6]  
Vora P., 2013, International Journal of Science and Modern Engineering, V1, P1
[7]   A draft sequence of the rice genome (Oryza sativa L. ssp indica) [J].
Yu, J ;
Hu, SN ;
Wang, J ;
Wong, GKS ;
Li, SG ;
Liu, B ;
Deng, YJ ;
Dai, L ;
Zhou, Y ;
Zhang, XQ ;
Cao, ML ;
Liu, J ;
Sun, JD ;
Tang, JB ;
Chen, YJ ;
Huang, XB ;
Lin, W ;
Ye, C ;
Tong, W ;
Cong, LJ ;
Geng, JN ;
Han, YJ ;
Li, L ;
Li, W ;
Hu, GQ ;
Huang, XG ;
Li, WJ ;
Li, J ;
Liu, ZW ;
Li, L ;
Liu, JP ;
Qi, QH ;
Liu, JS ;
Li, L ;
Li, T ;
Wang, XG ;
Lu, H ;
Wu, TT ;
Zhu, M ;
Ni, PX ;
Han, H ;
Dong, W ;
Ren, XY ;
Feng, XL ;
Cui, P ;
Li, XR ;
Wang, H ;
Xu, X ;
Zhai, WX ;
Xu, Z .
SCIENCE, 2002, 296 (5565) :79-92
[8]  
Yuan-Kai Huo, 2010, 2010 International Conference on Image Analysis and Signal Processing (IASP 2010), P371, DOI 10.1109/IASP.2010.5476095