Advanced shape context for plant species identification using leaf image retrieval

Proceedings of the 2nd ACM International Conference on Multimedia Retrieval, ICMR 2012

Volumn , Issue , 2012, Pages

  Mouine, Sofiene ^a   Yahiaoui, Itheri ^a,b   Verroust Blondet, Anne ^a  

^a INRIA   (France)

^b UNIVERSITÉ DE REIMS CHAMPAGNE ARDENNE   (France)

Author keywords

Image retrieval; Plant species identification; Shape context

Indexed keywords

LOCAL FEATURE; PLANT SPECIES IDENTIFICATION; SHAPE BASED; SHAPE CONTEXTS; SPECIES IDENTIFICATION;

IMAGE RETRIEVAL;

EID: 84864133933     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2324796.2324853     Document Type: Conference Paper

References (32)

1. S. Abbasi, F. Mokhtarian, and J. Kittler. Reliable classification of chrysanthemum leaves through curvature scale space. In Scale-Space Theory in Computer Vision, volume 1252, pages 284-295. LNCS, 1997. (Pubitemid 127097449)
2. J. Amores, N. Sebe, and P. Radeva. Context-based object-class recognition and retrieval by generalized correlograms. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(10):1818 -1833, Oct. 2007.
3. A. R. Backes, D. Casanova, and O. M. Bruno. A complex network-based approach for boundary shape analysis. Pattern Recognition, 42(1):54-67, 2009.
4. P. Belhumeur, D. Chen, S. Feiner, D. Jacobs, W. Kress, H. Ling, I. Lopez, R. Ramamoorthi, S. Sheorey, S. White, and L. Zhang. Searching the world's herbaria: A system for visual identification of plant species. In European Conference on Computer Vision (ECCV), pages 116-129, 2008.
5. S. Belongie, J. Malik, and J. Puzicha. Shape matching and object recognition using shape contexts. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(4):509-522, apr 2002. (Pubitemid 34448769)
6. O. M. Bruno, R. de Oliveira Plotze, M. Falvo, and M. de Castro. Fractal dimension applied to plant identification. Information Sciences, 178(12):2722-2733, 2008.
7. C. Caballero and M. C. Aranda. Plant species identification using leaf image retrieval. In ACM International Conference on Image and Video Retrieval (CIVR), pages 327-334, 2010.
8. D. Casanova, J. B. Florindo, and O. M. Bruno. IFSC/USP at ImageCLEF 2011: Plant identication task. In CLEF (Notebook Papers/Labs/Workshop), 2011.
9. G. Cerutti, L. Tougne, A. Vacavant, and D. Coquin. A parametric active polygon for leaf segmentation and shape estimation. In International Symposium on Visual Computing (ISVC), pages 202-213, 2011.
10. J.-X. Du, X.-F. Wang, and G.-J. Zhang. Leaf shape based plant species recognition. Applied Mathematics and Computation, 185(2):883-893, 2007.
11. M. Ferecatu. Image retrieval with active relevance feedback using both visual and keyword-based descriptors. PhD thesis, University of Versailles Saint-Quentin-en-Yvelines, 2005.
12. H. Goëau, P. Bonnet, A. Joly, N. Boujemaa, D. Barthelemy, J.-F. Molino, P. Birnbaum, E. Mouysset, and M. Picard. The CLEF 2011 plant images classification task. In CLEF (Notebook Papers/Labs/Workshop), 2011.
13. H. Goëau, A. Joly, S. Selmi, P. Bonnet, E. Mouysset, L. Joyeux, J.-F. Molino, P. Birnbaum, D. Bathelemy, and N. Boujemaa. Visual-based plant species identification from crowdsourced data. In 19th ACM international conference on Multimedia, pages 813-814, 2011.
14. H. Goëau, A. Joly, I. Yahiaoui, P. Bonnet, and E. Mouysset. Participation of INRIA& Pl@ntNet to ImageCLEF 2011 plant images classification task. In CLEF (Notebook Papers/Labs/Workshop), 2011.
15. A. Joly and O. Buisson. A posteriori multi-probe locality sensitive hashing. In 16th ACM international conference on Multimedia, pages 209-218, 2008.
16. A. Joly and O. Buisson. Random maximum margin hashing. In CVPR, pages 873-880, 2011.
17. T. Kunii, C. Im, and H. Nishida. Recognizing plant species by leaf shapes: A case study of the acer family. In 14th International Conference on Pattern Recognition (ICPR), pages Vol II: 1171-1173, 1998.
18. H. Ling and D. Jacobs. Shape classification using the inner-distance. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(2):286-299, Feb. 2007. (Pubitemid 46420888)
19. Y. Mingqiang, K. Kidiyo, and R. Joseph. A survey of shape feature extraction techniques. Pattern Recognition Techniques, Technology and Applications, 2008. ISBN: 978-953-7619-24-4, InTech.
20. F. Mokhtarian and S. Abbasi. Matching shapes with self-intersections: application to leaf classification. IEEE Transactions on Image Processing, 13(5):653-661, May 2004.
21. F. Mokhtarian, S. Abbasi, and J. Kittler. Robust and efficient shape indexing through curvature scale space. In British Machine Vision Conference (BMVC), 1996.
22. G. Mori, S. J. Belongie, and J. Malik. Efficient shape matching using shape contexts. IEEE Trans. Pattern Anal. Mach. Intell., 27(11):1832-1837, 2005. (Pubitemid 41685118)
23. Y. Nam, E. Hwang, and D. Kim. A similarity-based leaf image retrieval scheme: Joining shape and venation features. Computer Vision and Image Understanding, 110(2):245-259, 2008. (Pubitemid 351509772)
24. J. C. Neto, G. E. Meyer, D. D. Jones, and A. K. Samal. Plant species identification using elliptic Fourier leaf shape analysis. Computers and Electronics in Agriculture, 50(2):121-134, 2006. (Pubitemid 43068577)
25. J. Park, E. Hwang, and Y. Nam. Utilizing venation features for efficient leaf image retrieval. Journal of Systems and Software, 81(1):71-82, 2008. (Pubitemid 350060990)
26. L. Paulevé, H. Jégou, and L. Amsaleg. Locality sensitive hashing: A comparison of hash function types and querying mechanisms. Pattern Recognition Letters, 31(11):1348-1358, 2010.
27. M. Rusiñol and J. Lladós. Efficient logo retrieval through hashing shape context descriptors. In 9th IAPR International Workshop on Document Analysis Systems (DAS), pages 215-222, New York, NY, USA, 2010. ACM.
28. E. Shechtman and M. Irani. Matching local self-similarities across images and videos. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 1 -8, june 2007.
29. Z. Wang, Z. Chi, and D. Feng. Shape based leaf image retrieval. IEE Proceedings on Vision, Image and Signal Processing, 150(1):34-43, Feb. 2003.
30. J. Xie, P.-A. Heng, and M. Shah. Shape matching and modeling using skeletal context. Pattern Recogn., 41:1756-1767, May 2008.
31. I. Yahiaoui, N. Hervé, and N. Boujemaa. Shape-based image retrieval in botanical collections. In 7th Pacific Rim Conference on Multimedia (PCM), volume 4261, pages 357-364, 2006. (Pubitemid 44860666)
32. B. A. Yanikoglu, E. Aptoula, and C. Tirkaz. Sabanci-Okan system at ImageClef 2011: Plant identification task. In CLEF (Notebook Papers/Labs/Workshop), 2011.