Deep-plant: Plant identification with convolutional neural networks

Proceedings - International Conference on Image Processing, ICIP

Volumn 2015-December, Issue , 2015, Pages 452-456

  Lee, Sue Han ^a   Chan, Chee Seng ^a   Wilkin, Paul ^b   Remagnino, Paolo ^c  

^a UNIVERSITY OF MALAYA   (Malaysia)

^b ROYAL BOTANIC GARDENS   (United Kingdom)

^c KINGSTON UNIVERSITY   (United Kingdom)

Author keywords

deep learning; feature visualisation; plant classification

Indexed keywords

EID: 84956626642     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2015.7350839     Document Type: Conference Paper

References (22)

1. James S Cope, David Corney, Jonathan Y Clark, Paolo Remagnino, and Paul Wilkin, "Plant species identification using digital morphometrics: A review, " Expert Systems with Applications, vol. 39, no. 8, pp. 7562-7573, 2012.
2. James Clarke, Sarah Barman, Paolo Remagnino, Ken Bailey, Don Kirkup, Simon Mayo, and Paul Wilkin, "Venation pattern analysis of leaf images, " in Advances in Visual Computing, pp. 427-436. Springer, 2006.
3. Neeraj Kumar, Peter N Belhumeur, Arijit Biswas, David W Jacobs, W John Kress, Ida C Lopez, and João VB Soares, "Leafsnap: A computer vision system for automatic plant species identification, " in ECCV, pp. 502-516. Springer, 2012.
4. Cem Kalyoncu and Önsen Toygar, "Geometric leaf classification, " Computer Vision and Image Understanding, vol. 133, pp. 102-109, 2014.
5. Abdul Kadir, Lukito Edi Nugroho, Adhi Susanto, and Paulus Insap Santosa, "Leaf classification using shape, color, and texture features, " arXiv preprint arXiv: 1401. 4447, 2013.
6. Thibaut Beghin, James S Cope, Paolo Remagnino, and Sarah Barman, "Shape and texture based plant leaf classification, " in Advanced Concepts for Intelligent Vision Systems, 2010, pp. 345-353.
7. James Charters, Zhiyong Wang, Zheru Chi, Ah Chung Tsoi, and David Dagan Feng, "Eagle: A novel descriptor for identifying plant species using leaf lamina vascular features, " in ICME-Workshop, 2014, pp. 1-6.
8. James S Cope, Paolo Remagnino, Sarah Barman, and Paul Wilkin, "The extraction of venation from leaf images by evolved vein classifiers and ant colony algorithms, " in Advanced Concepts for Intelligent Vision Systems, 2010, pp. 135-144.
9. David Hall, Chris McCool, Feras Dayoub, Niko Sunderhauf, and Ben Upcroft, "Evaluation of features for leaf classification in challenging conditions, " in WACV, 2015, pp. 797-804.
10. Antonio Torralba and Alexei A Efros, "Unbiased look at dataset bias, " in CVPR, 2011, pp. 1521-1528.
11. Jianchao Yang, Kai Yu, Yihong Gong, and Thomas Huang, "Linear spatial pyramid matching using sparse coding for image classification, " in CVPR, 2009, pp. 1794-1801.
12. Mónica G Larese, Ariel E Bayá, Roque M Craviotto, Miriam R Arango, Carina Gallo, and Pablo M Granitto, "Multiscale recognition of legume varieties based on leaf venation images, " Expert Systems with Applications, vol. 41, no. 10, pp. 4638-4647, 2014.
13. Dalcimar Casanova, Jarbas Joaci de Mesquita Sa Junior, and Odemir Martinez Bruno, "Plant leaf identification using gabor wavelets, " International Journal of Imaging Systems and Technology, vol. 19, no. 3, pp. 236-243, 2009.
14. Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton, "Imagenet classification with deep convolutional neural networks, " in NIPS, 2012, pp. 1097-1105.
15. Jeff Donahue, Yangqing Jia, Oriol Vinyals, Judy Hoffman, Ning Zhang, Eric Tzeng, and Trevor Darrell, "Decaf: A deep convolutional activation feature for generic visual recognition, " arXiv preprint arXiv: 1310. 1531, 2013.
16. Chao Dong, Chen Change Loy, Kaiming He, and Xiaoou Tang, "Learning a deep convolutional network for image super-resolution, " in ECCV, pp. 184-199. Springer, 2014.
17. Matthew D Zeiler, Graham W Taylor, and Rob Fergus, "Adaptive deconvolutional networks for mid and high level feature learning, " in ICCV, 2011, pp. 2018-2025.
18. Matthew D Zeiler and Rob Fergus, "Visualizing and understanding convolutional networks, " in ECCV, pp. 818-833. Springer, 2014.
19. Anita Roth-Nebelsick, Dieter Uhl, Volker Mosbrugger, and Hans Kerp, "Evolution and function of leaf venation architecture: A review, " Annals of Botany, vol. 87, no. 5, pp. 553-566, 2001.
20. Héctor Candela, Antonio Martinez-Laborda, and José Luis Micol, "Venation pattern formation in arabidopsis thaliana vegetative leaves, " Developmental biology, vol. 205, no. 1, pp. 205-216, 1999.
21. Adam Runions, Martin Fuhrer, Brendan Lane, Pavol Federl, Anne-Gaëlle Rolland-Lagan, and Przemyslaw Prusinkiewicz, "Modeling and visualization of leaf venation patterns, " ACM Transactions on Graphics, vol. 24, no. 3, pp. 702-711, 2005.
22. Robert J Mullen, Dorothy Monekosso, Sarah Barman, Paolo Remagnino, and Paul Wilkin, "Artificial ants to extract leaf outlines and primary venation patterns, " in Ant Colony Optimization and Swarm Intelligence, pp. 251-258. Springer, 2008.