Embedded portable device for herb leaves recognition using image processing techniques and neural network algorithm

Computers and Electronics in Agriculture

Volumn 89, Issue , 2012, Pages 18-29

  Husin, Z ^a   Shakaff, A Y M ^a   Aziz, A H A ^a   Farook, R S M ^a   Jaafar, M N ^a   Hashim, U ^a   Harun, A ^a  

^a UNIVERSITY MALAYSIA PERLIS   (Malaysia)

Author keywords

Embedded portable device; Herbs leaves database; Herbs leaves recognition; Neural network algorithm; Singular Value Decomposition (SVD)

Indexed keywords

AGRICULTURAL FIELDS; AUTOMATIC RECOGNITION SYSTEM; COMPUTERIZED METHODS; COSMETIC INDUSTRY; DATA PROCESSING TECHNIQUES; FOOD PREPARATION; HERB SPECIES; HERBS LEAVES RECOGNITION; HUMAN ERRORS; IMAGE PROCESSING TECHNIQUE; NEURAL NETWORK ALGORITHM; NEURAL NETWORKS ALGORITHMS; PLANT CLASSIFICATION; PORTABLE DEVICE; RECOGNITION ACCURACY; RECOGNITION SYSTEMS; TEXTURE FEATURES;

ALGORITHMS; DATA PROCESSING; IMAGE PROCESSING; NEURAL NETWORKS; PORTABLE EQUIPMENT; SINGULAR VALUE DECOMPOSITION;

PLANTS (BOTANY);

ACCURACY ASSESSMENT; AGRICULTURAL TECHNOLOGY; ALGORITHM; ARTIFICIAL NEURAL NETWORK; AUTOMATION; BIOTECHNOLOGY; DATA PROCESSING; DATABASE; EXPERIMENTAL STUDY; HERB; IMAGE PROCESSING; LEAF; VEGETATION CLASSIFICATION;

EID: 84865614146     PISSN: 01681699     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compag.2012.07.009     Document Type: Article

References (16)

1. Abadi, Mohamed, Capelle-Laiźe, Anne-Sophie, Khoudeir, Majdi, Combes, Didier, Carŕe, Serge, 2010. Grassland species characterization for plant family discrimination by image processing. In: Proceedings of the 4th International Conference on Image and, Signal Processing (ICISP'10).
2. Abrahamsen, Adam, Richards, David, 2001. Image Compression using Singular Value Decomposition. http://online.redwoods.cc.ca.us/instruct/darnold/laproj/fall2001/adamdave/textwriteup.pdf.
3. Canny John A computational approach for edge detection. The IEEE Transactions on Pattern Analysis and Machine Intelligence 1986, 8:679-698.
4. Daramola Samuel Adebayoand, Oluwaninyo Oladejo Daniel Automatic ear recognition system using back propagation neural network. International Journal of Video & Image Processing and Network Security IJVIPNS-IJENS 2011, 11(01):28-32.
5. Gonzalez R.C., Woods R.E. Digital Image Processing 2008, Peason Prentice Hall. 3rd ed.
6. Gonzalez R.C., Woods R.E., Eddins S.L. Digital Image Processing Using MATLAB 2004, Peason Prentice Hall. 1st ed.
7. Haykin Simon Neural Network: A comprehensive foundation 2000, Prentice-Hall. second ed.
8. Ji-Xiang Du., Wang Xiao.-Feng., Zhang Guo.-Jun. Leaf shape based plant species recognition. Applied Mathematics and Computation 2007, 185:883-893.
9. Kalman Dan A singularly valuable decomposition. The College Mathematics Journal 1996, 27:2-23.
10. Kumar Satish Neural Networks: A Classroom Approach 2010, Mc-Graw Hill. 10th ed.
11. Gao, Liwen, Lin, Xiaohua, Zhao, Wenguang, Chen, Shu, Huang, Huajun, 2010. An Algorithm of Excising Leafstalk While Keeping Its Main Body Intact for Leaf Recognition, International Congress on Image and Signal Processing (CISP2010).
12. Malepati Hazarathaiah Digital Media Processing: DSP Algorithm Using C 2010, Newnes.
13. Myler Harley R., Weeks Arthur R. The Pocket Handbook of Image Processing Algorithms in C 1993, Prentice-Hall PTR. first ed.
14. Parker J.R. Algorithms for Image Processing and Computer Vision 1997, John Wiley & Sons, Inc. first ed.
15. Phillips Dwayne Image Processing in C: Analyzing and Enhancing Digital Images 1994, R&D Publications, Inc. first ed.
16. Qidwai Uvais, Chen C.H. Digital Image Processing: An Algorithmic Approach with MATLAB 2010, CRC Press. first ed.