Complex-valued convolutional neural networks for object detection in PolSAR data

Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR

Volumn , Issue , 2010, Pages 877-880

  Hänsc, Ronny ^a   Hellwich, Olaf ^a  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEX NETWORKS; CONVOLUTION; NEURAL NETWORKS; OBJECT DETECTION; OBJECT RECOGNITION; RADAR;

COMPLEX-VALUED; COMPLEX-VALUED NEURAL NETWORKS; COMPUTER VISION APPLICATIONS; CONVOLUTIONAL NEURAL NETWORK; DETECTION METHODS; OBJECT CATEGORIES; POLARIMETRIC SYNTHETIC APERTURE RADARS; STATISTICAL PROPERTIES;

SYNTHETIC APERTURE RADAR;

EID: 84964084187     PISSN: 21974403     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Garcia, C; Delakis, M.: Convolutional Face Finder: A Neural Architecture for Fast and Robust Face Detection, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 26, No. 11, 2004.
2. Freeman, A.; Durden, S. L.: A three-component scattering model for polarimetric SAR data, IEEE Transactions on Geoscience and Remote Sensing, Vol. 36, No. 3, pp. 963-973, 1998.
3. Hänsch, R.; Hellwich, O.: Classification of Polarimetric SAR Data by Complex Valued Neural Networks, ISPRS Workshop High-Resolution Earth Imaging for Geospatial Information, Hannover, Germany Volume XXXVIII, Part 1-4-7/W5, 2009.
4. Hirose, A.: Continuous complex-valued backpropagation learning, Electronics Letters, Vol. 28, No. 20, pp. 1854-1855, 1992.
5. Kim, T; Adali, T: Approximation by fully complex multilayer perceptrons, Neural computation Vol. 15, No. 7, pp. 1641-1666, 2003.
6. Lawrence, S.; Gilles, C; Tsai, A.; Back, A.: Face Recognition: A Convolutional Neural Network Approach, IEEE Trans. Neural Networks, Vol. 8, No. 1, pp. 98-113, 1997.
7. LeCun, Y.; Bottou, L.; Bengio, Y.; Haffner, P.: Gradient-Based Learning Applied to Document Recognition, Proc. IEEE, Vol. 86, No. 11, pp. 2278-2324, 1998.
8. Lee, J.-S.; Grunes, M. R.; Kwok, R.: Classification of multi-look polarimetric SAR imagery based on complex Wishart distribution, International Journal of Remote Sensing, Vol. 15, No. 11, pp. 2299-2311, 1994.
9. Leung, H.; Haykin, S.: The complex backpropagation algorithm, IEEE Transactions on Signal Processing, Vol. 39, No. 9, pp. 2101-2104, 1991.
10. Prashanth, A.; Kalra, P. K.; Vyas, N. S.: Surface classification using ANN and complex-valued neural network, Proceedings of the 9th International Conference on Neural Information Processing, ICONIP'02 Vol. 3, pp. 1094-1098, 2002.
11. Wang, L; Jean, J. Multi-Resolution Neural Networks for Omnifont Character Recognition, Proc. Intâl Conf. Neural Networks, Vol. 3, pp. 1588-1593, 1993.
12. Yang, C-C; Bose, N. K.: Landmine detection and classification with complex-valued hybrid neural network using scattering parameters dataset, IEEE transactions on neural networks, Vol. 16, No. 3, pp. 743-753, 2005.