Fine-grained plant classification using convolutional neural networks for feature extraction

CEUR Workshop Proceedings

Volumn 1180, Issue , 2014, Pages 756-762

  Sünderhauf, Niko ^a   McCool, Chris ^a   Upcroft, Ben ^a   Perez, Tristan ^a  

^a QUEENSLAND UNIVERSITY OF TECHNOLOGY   (Australia)

Author keywords

Convolutional neural network; Extremely random forest; Plant classification

Indexed keywords

CONVOLUTION; DECISION TREES; FEATURE EXTRACTION; NEURAL NETWORKS;

CONVOLUTIONAL NEURAL NETWORK; FINE GRAINED; GENERIC FEATURES; OBJECT CLASSIFICATION; PLANT CLASSIFICATION; RANDOM FORESTS; SYSTEM USE; TEST SETS;

CLASSIFICATION (OF INFORMATION);

EID: 84961292721     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. George E Dahl, Tara N Sainath, and Geoffrey E Hinton. Improving deep neural networks for lvcsr using rectified linear units and dropout. In Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on, pages 8609-8613. IEEE, 2013.
2. 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.
3. Pierre Geurts, Damien Ernst, and Louis Wehenkel. Extremely randomized trees. Machine learning, 63(1):3-42, 2006.
4. Ross Girshick, Jeff Donahue, Trevor Darrell, and Jitendra Malik. Rich feature hierarchies for accurate object detection and semantic segmentation. arXiv preprint arXiv:1311.2524, 2013.
5. Hervé Göeau, Alexis Joly, Pierre Bonnet, Jean-François Molino, Daniel Barthélémy, and Nozha Boujemaa. Lifeclef plant identification task 2014. In CLEF working notes 2014, 2014.
6. Geoffrey E Hinton, Nitish Srivastava, Alex Krizhevsky, Ilya Sutskever, and Ruslan R Salakhutdinov. Improving neural networks by preventing co-adaptation of feature detectors. arXiv preprint arXiv:1207.0580, 2012.
7. Alexis Joly, Henning Müller, Hervé Göeau, Hervé Glotin, Concetto Spampinato, Andreas Rauber, Pierre Bonnet, Willem-Pier Vellinga, and Bob Fisher. Lifeclef 2014: multimedia life species identification challenges. In Proceedings of CLEF 2014, 2014.
8. Alex Krizhevsky, Ilya Sutskever, and Geoffrey E. Hinton. Imagenet classification with deep convolutional neural networks. In F. Pereira, C. J. C. Burges, L. Bottou, and K. Q. Weinberger, editors, Advances in Neural Information Processing Systems 25, pages 1097-1105. Curran Associates, Inc., 2012.
9. Yann Le Cun, Bernhard Boser, John S Denker, Donnie Henderson, Richard E Howard, Wayne Hubbard, and Lawrence D Jackel. Backpropagation applied to handwritten zip code recognition. Neural computation, 1(4):541-551, 1989.
10. Ali Sharif Razavian, Hossein Azizpour, Josephine Sullivan, and Stefan Carlsson. Cnn features off-the-shelf: an astounding baseline for recognition. arXiv preprint arXiv:1403.6382, 2014.
11. Pierre Sermanet, David Eigen, Xiang Zhang, Michael Mathieu, Rob Fergus, and Yann Le Cun. Overfeat: Integrated recognition, localization and detection using convolutional networks. arXiv preprint arXiv:1312.6229, 2013.