Segmentation method for crop disease leaf images with complex background

Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering

Volumn 27, Issue 2, 2011, Pages 208-212

  Yuan, Yuan ^a,b   Li, Miao ^b   Liang, Qing ^c   Hu, Xiuzhen ^d   Zhang, Wei ^d  

^a ANHUI AGRICULTURAL UNIVERSITY   (China)

^b INSTITUTE OF INTELLIGENT MACHINES   (China)

^c Datong Electric Power Advanced Technique School   (China)

^d UNIVERSITY OF SCIENCE AND TECHNOLOGY OF CHINA   (China)

Author keywords

Complex background; Image segmentation; Level set method; Prior shape; Structure tensor

Indexed keywords

COMPLEX BACKGROUND; CROP DISEASE; CUCUMBER DISEASE; ENERGY FUNCTIONS; LEAF IMAGES; LEVEL SET METHOD; LEVEL-SET MODEL; PRIOR INFORMATION; PRIOR SHAPE; SEGMENTATION METHODS; SHAPE INFORMATION; STRUCTURE TENSOR; STRUCTURE TENSORS; TARGET SHAPE;

CROPS; DROP BREAKUP; IMAGE SEGMENTATION; LEVEL MEASUREMENT; TENSORS;

NUMERICAL METHODS;

EID: 79955066093     PISSN: 10026819     EISSN: None     Source Type: Journal    
DOI: 10.3969/j.issn.1002-6819.2011.02.035     Document Type: Article

References (18)

1. Peng Zhanwu, Wang Xue, Si Xiuli, et al. A study on the method of image pre-processing and feature extraction for intelligent recognition of greenhouse vegetable diseases[J]. Journal of Jilin Agricultural University, 2007, 29(2): 219-223. (in Chinese with English abstract)
2. Kass M, W Itakin A, Terzopoulos D. Snakes: active contour models[J]. International Journal of Computer Vision, 1988, 1(4): 321-332.
3. Osher S, Sethian J A. Fronts propagating with curvature dependent speed: Algorithms based on Hamilton-jacobi formulation[J]. Journal of Computational Physics, 1988, 79(1): 12-49.
4. Paragios N, Deriche R. Geodesic active contours and level sets for the detection and tracking of moving objects[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2000, 22(3): 266-280.
5. Chen Bo, Lai Jianhuang. Active contour models on image segmentation: a survey[J]. Journal of Image and Graphics, 2007, 12(1): 11-20. (in Chinese with English abstract)
6. Qian Yun, Zhang Yingjie. Level set methods and its application on image segmentation[J]. Journal of Image and Graphics, 2008, 13(1): 7-13. (in Chinese with English abstract)
7. Chan F T, Vese L. Active contours without edges[J]. IEEE Transactions on Image Processing, 2001, 10(2): 266-277.
8. Li Chunming, Kao Chiuyen, Gore J, et al. Implicit active contours driven by local binary fitting energy[C]//IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Minneapolis, 2007: 1-7.
9. Li Chunming, Kao C, Gore J, et al. Minimization of region-scalable fitting energy for image segmentation[J]. IEEE Transaction on Image Processing, 2008, 17(10): 1940-1949.
10. Tsai A, Yezzi A, Wells W, et al. Model-based curve evolution technique for image segmentation[C]//Computer Vision Pattern Recognition, Kauai, Hawaii, 2001: 463-468.
11. Chan T, Zhu W. Level set based shape prior segmentation[C]//Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2, San Diego, 2005: 1164-1170.
12. Sheshadri R. Thiruvenkadam, Tony F, et al. Segmentation under occlusions using selective shape prior[C]//Proceedings of the 1st International Conference on Scale Space and Variational Methods in Computer Vision. Ischia, 2007: 191-202.
13. Bar-Yosef I, Mokeichev A, Kedem K, et al. Adaptive shape prior for recognition and variational segmentation of degraded historical characters[J]. Pattern Recognition, 2009, 42(12): 3348-3354.
14. Bigün J, Granlund G H. Optimal orientation detection of linear symmetry[C]//Proc First International Conference on Computer Vision (ICCV'87), London, 1987: 433-438.
15. Bigün J, Granlund G H, Wiklund J. Multidimensional orientation estimation with applications to texture analysis and optical flow[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1991, 13(8): 775-790.
16. Wang Xiaofeng. The Study of Level Set Methods and Their Applications in Image Segmentation[D]. Hefei: University of Science and Technology of China, 2009. (in Chinese with English abstract)
17. Paraglos N, Roussno M, Ramesh V. Non-rigid registration using distance functions[J]. Journal of Computer Vision and Image Understanding, 2003, 89(2/3): 142-165.
18. Rousson M, Paragios N. Shape Priors for Level set Representations[C]//Proceedings of the European Conference on Computer Vision. Berlin, 2002: 78-92.