Agriculture extra-green image segmentation based on particle swarm optimization and k-means clustering

Nongye Jixie Xuebao/Transactions of the Chinese Society of Agricultural Machinery

Volumn 40, Issue 8, 2009, Pages 166-169

  Zhao, Bo ^a   Song, Zhenghe ^b   Mao, Wenhua ^a   Mao, Enrong ^b   Zhang, Xiaochao ^a  

^a CHINESE ACADEMY OF AGRICULTURAL MECHANIZATION SCIENCES   (China)

^b CHINA AGRICULTURAL UNIVERSITY   (China)

Author keywords

Extra green character; Image segmentation; K means clustering; Particle swarm optimization

Indexed keywords

EXTRA-GREEN CHARACTER; IMAGE PIXELS; IMPROVED ALGORITHM; K-MEANS CLUSTERING; OPTIMAL THRESHOLD;

DIGITAL IMAGE STORAGE; IMAGE SEGMENTATION; WATER SUPPLY SYSTEMS;

PARTICLE SWARM OPTIMIZATION (PSO);

EID: 69749101045     PISSN: 10001298     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (10)

1. 2005.
2. Zhou Jun, Ji Changying. Road recognition for agricultural robot guided by machine vision[J]. Transactions of the CSAE, 2003, 19(6): 101-105. (in Chinese)
3. Han S, Zhang Q, Ni B, et al. A guidance directrix approach to vision-based vehicle guidance systems[J]. Computers and Electronics in Agriculture, 2004, 43(3): 179-195.
4. Cao Jingjing, Wang Yiming, Mao Wenhua, et al. Weed detection method in wheat field based on texture and position features[J]. Transactions of the Chinese Society for Agricultural Machinery, 2007, 38(4): 107-110. (in Chinese)
5. 2007, 38(11): 189-191.
6. Kennedy J, Eberhart R C. Particle swarm optimization[C]//Proceeding of 1995 IEEE International Conference on Neural Networks, New York, USA, 1995: 1942-1948.
7. Eberhart R C, Kennedy J. A new optimizer using particle swarm theory[C]//Proceedings the 6th International Symposium on Micro Machine and Human Science, Nagoya, Japan, 1995: 39-43.
8. 2006.
9. Shi Y, Eberhart R C. Empirical study of particle swarm optimization[C]//Proceedings of the Congress on Evolutionary Computation, Washington DC, 1999: 1945-1950.
10. Tony H, Ananda S M. A hybrid boundary condition for robust particle swarm optimization[J]. IEEE Antennas and Wireless Propagation Letters, 2005(4): 112-117.