Sabanci-okan system at image Clef 2012: Combining features and classifiers for plant identification

CEUR Workshop Proceedings

Volumn 1178, Issue , 2012, Pages

  Yanikoglu, Berrin ^a   Aptoula, Erchan ^b   Tirkaz, Caglar ^a  

^a SABANCI UNIVERSITY   (Turkey)

^b OKAN UNIVERSITY   (Turkey)

Author keywords

Classifier combination; Mathematical morphology; Plant identification; Support vector machines

Indexed keywords

CLASSIFIERS; COLOR; MATHEMATICAL MORPHOLOGY; PLANTS (BOTANY); SUPPORT VECTOR MACHINES; TEXTURES;

CLASSIFIER COMBINATION; COLOR DESCRIPTORS; COLOR INFORMATION; HUMAN ASSISTANCE; IDENTIFICATION ACCURACY; PLANT IDENTIFICATION; SCANNED IMAGES; WATER-SHED ALGORITHM;

IMAGE PROCESSING;

EID: 84922032598     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. E. Aptoula. Extending morphological covariance. Pattern Recognition, 45(12):4524-4535, December 2012.
2. E. Aptoula and S. Lefévre. A basin morphology approach to colour image segmentation by region merging. In Proceedings of the Asian Conference in Computer Vision, volume 4843, pages 935-944, Tokyo, Japan, November 2007.
3. E. Aptoula and S. Lefévre. On the morphological processing of hue. Image and Vision Computing, 27(9):1394-1401, August 2009.
4. A. R. Backes and O. M. Bruno. Shape classification using complex network and multi-scale fractal dimension. Pattern Recognition Letters, 31(1):44-51, 2010.
5. Serge Belongie, Jitendra Malik, and Jan Puzicha. Shape matching and object recognition using shape contexts. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24:509-522, 2001.
6. S. Beucher and F. Meyer. The morphological approach to segmentation: The watershed transformation. In E. R. Dougherty, editor, Mathematical Morphology in Image Processing, pages 433-482. Dekker, New York, 1993.
7. O. M. Bruno, R. O. Plotze, M. Falvo, and M. Castro. Fractal dimension applied to plant identification. Information Sciences, 178(12):2722-2733, 2008.
8. Navneet Dalal and Bill Triggs. Histograms of oriented gradients for human detection. In CVPR, pages 886-893, 2005.
9. H. Goëau, P. Bonnet, A. Joly, N. Boujemaa, D. Barthelemy, J. Molino, P. Birnbaum, E. Mouysset, and M. Picard. The clef 2011 plant image classification task. In CLEF 2011 working notes, Amsterdam, The Netherlands, 2011.
10. H. Goëau, P. Bonnet, A. Joly, I. Yahiaoui, D. Barthelemy, N. Boujemaa, , and J. Molino. The imageclef 2012 plant identification task. In CLEF 2011 working notes, Rome, Italy, 2012.
11. H. Kebapci, B. Yanikoglu, and G. Unal. Plant image retrieval using color, shape and texture features. The Computer Journal, 53(1):1-16, April 2010.
12. F. Lin, C. Zheng, X. Wang, and Q. Man. Multiple classification of plant leaves based on gabor transform and lbp operator. In International Conference on Intelligent Computing, pages 432-439, Shanghai, China, 2008.
13. N. Otsu. A threshold selection method from gray-level histograms. IEEE Transactions on Systems, Man and Cybernetics, 9(1):62-66, 1979.
14. X. Shu and X.-J. Wu. A novel contour descriptor for 2d shape matching and its application to image retrieval. Image and Vision Computing, 29(4):286-294, March 2011.
15. P. Soille. Constrained connectivity for hierarchical image partitioning and simplification. IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(7):1132-1145, July 2008.
16. Caglar Tirkaz, Berrin Yanikoglu, and T. Metin Sezgin. Memory conscious sketched symbol recognition. In 21st International Conference on Pattern Recognition, Tsukuba Science City, JAPAN, 2012.
17. Z. Wang, Z. Chi, and D. Feng. Shape based leaf image retrieval. IEE Proceedings in Vision, Image and Signal Processing, 150(1):34-43, February 2003.
18. J. Weber, E. Aptoula, and S. Lefévre. Extension of quasi-at zones to color images. Computer Vision and Image Understanding, 2012. Under review.
19. D. M. Woebbecke, G. E. Meyer, K. Von Bargen, and D. A. Mortensen. Plant species identification, size, and enumeration using machine vision techniques on near-binary images. In Optics in Agriculture and Forestry, volume 1836, pages 208-219, Boston, USA, 1993. SPIE.
20. Itheri Yahiaoui, Nicolas Hervé, and Nozha Boujemaa. Shape-based image retrieval in botanical collections. In PCM, pages 357-364, 2006.
21. Berrin Yanikoglu, Erchan Aptoula, and Caglar Tirkaz. Sabanci-Okan system at imageclef 2011: Plant identification task. In CLEF (Notebook Papers/Labs/Workshop), 2011.
22. S. Yonekawa, N. Sakai, and O. Kitani. Identification of idealized leaf types using simple dimensionless shape factors by image analysis. Transactions of the ASAE, 39:1525-2533, 1996.