Abstract:
We present an adaptation algorithm focused on the description of the data changes under different acquisition conditions. When considering a source and a destination doma...Show MoreMetadata
Abstract:
We present an adaptation algorithm focused on the description of the data changes under different acquisition conditions. When considering a source and a destination domain, the adaptation is carried out by transforming one data set to the other using an appropriate nonlinear deformation. The eventually nonlinear transform is based on vector quantization and graph matching. The transfer learning mapping is defined in an unsupervised manner. Once this mapping has been defined, the samples in one domain are projected onto the other, thus allowing the application of any classifier or regressor in the transformed domain. Experiments on challenging remote sensing scenarios, such as multitemporal very high resolution image classification and angular effects compensation, show the validity of the proposed method to match-related domains and enhance the application of cross-domains image processing techniques.
Published in: IEEE Transactions on Geoscience and Remote Sensing ( Volume: 51, Issue: 1, January 2013)
Image Processing Laboratory, Universitat de València, Valencia, Spain
Laboratoire des Systèmes dInformation Géographique (LaSIG), Federal Institute of Technology of Lausanne, Lausanne, Switzerland
Devis Tuia (S'07–M'09) was born in Mendrisio, Switzerland, in 1980. He received the Diploma degree in geography at the University of Lausanne (UNIL), Lausanne, Switzerland, in 2004, the M.Sc. degree in advanced studies in environmental engineering at the Federal Institute of Technology of Lausanne (EPFL), Lausanne, in 2005, and the Ph.D. degree in environmental sciences at UNIL in 2009.
He was a Postdoctoral Researcher at ...Show More
Devis Tuia (S'07–M'09) was born in Mendrisio, Switzerland, in 1980. He received the Diploma degree in geography at the University of Lausanne (UNIL), Lausanne, Switzerland, in 2004, the M.Sc. degree in advanced studies in environmental engineering at the Federal Institute of Technology of Lausanne (EPFL), Lausanne, in 2005, and the Ph.D. degree in environmental sciences at UNIL in 2009.
He was a Postdoctoral Researcher at ...View more
Image Processing Laboratory, Universitat de València, Valencia, Spain
Jordi Muñoz-Marí (M'11) was born in València, Spain, in 1970, and received the B. Sc. degree in physics, the B. Sc. degree in electronics engineering, and the Ph.D. degree in electronics engineering from the Universitat de València, València, in 1993, 1996, and 2003, respectively.
Currently, he is an Associate Professor in the Electronics Engineering Department at the Universitat de València, where he teaches electronic ci...Show More
Jordi Muñoz-Marí (M'11) was born in València, Spain, in 1970, and received the B. Sc. degree in physics, the B. Sc. degree in electronics engineering, and the Ph.D. degree in electronics engineering from the Universitat de València, València, in 1993, 1996, and 2003, respectively.
Currently, he is an Associate Professor in the Electronics Engineering Department at the Universitat de València, where he teaches electronic ci...View more
Image Processing Laboratory, Universitat de València, Valencia, Spain
Luis Gómez-Chova (S'08–M'09) received the B. Sc. (with first-class honors), M.Sc., and Ph.D. degrees in electronics engineering from the University of Valencia, Valencia, Spain, in 2000, 2002, and 2008, respectively.
Since 2000, he has been with the Department of Electronics Engineering, University of Valencia, first enjoying a research scholarship from the Spanish Ministry of Education and currently as an Assistant Profes...Show More
Luis Gómez-Chova (S'08–M'09) received the B. Sc. (with first-class honors), M.Sc., and Ph.D. degrees in electronics engineering from the University of Valencia, Valencia, Spain, in 2000, 2002, and 2008, respectively.
Since 2000, he has been with the Department of Electronics Engineering, University of Valencia, first enjoying a research scholarship from the Spanish Ministry of Education and currently as an Assistant Profes...View more
Image Processing Laboratory, Universitat de València, Valencia, Spain
Jesus Malo (M'09) was born in 1970. He received the M.Sc. and Ph.D. degrees in physics from the Universitat de València, València, Spain, in 1995 and 1999, respectively.
He worked as a Fulbright Postdoctoral Fellow at the Vision Group, NASA Ames Research Center, Mountain View, CA, in 2000 and 2001 (with A. B. Watson), and the Laboratory of Computational Vision, Center for Neural Science, New York University, New York (with...Show More
Jesus Malo (M'09) was born in 1970. He received the M.Sc. and Ph.D. degrees in physics from the Universitat de València, València, Spain, in 1995 and 1999, respectively.
He worked as a Fulbright Postdoctoral Fellow at the Vision Group, NASA Ames Research Center, Mountain View, CA, in 2000 and 2001 (with A. B. Watson), and the Laboratory of Computational Vision, Center for Neural Science, New York University, New York (with...View more
Contents Image Processing Laboratory, Universitat de València, Valencia, Spain
Laboratoire des Systèmes dInformation Géographique (LaSIG), Federal Institute of Technology of Lausanne, Lausanne, Switzerland
Devis Tuia (S'07–M'09) was born in Mendrisio, Switzerland, in 1980. He received the Diploma degree in geography at the University of Lausanne (UNIL), Lausanne, Switzerland, in 2004, the M.Sc. degree in advanced studies in environmental engineering at the Federal Institute of Technology of Lausanne (EPFL), Lausanne, in 2005, and the Ph.D. degree in environmental sciences at UNIL in 2009.
He was a Postdoctoral Researcher at both the University of Valéncia, Valéncia, Spain, and the Univeristy of Colorado, Boulder under a Swiss National Foundation program. Currently, he is a Senior Research Associate at the LaSIG laboratory, EPFL. His research interests include the development of algorithms for information extraction and classification of very high resolution remote sensing images using machine learning algorithms.
Devis Tuia (S'07–M'09) was born in Mendrisio, Switzerland, in 1980. He received the Diploma degree in geography at the University of Lausanne (UNIL), Lausanne, Switzerland, in 2004, the M.Sc. degree in advanced studies in environmental engineering at the Federal Institute of Technology of Lausanne (EPFL), Lausanne, in 2005, and the Ph.D. degree in environmental sciences at UNIL in 2009.
He was a Postdoctoral Researcher at both the University of Valéncia, Valéncia, Spain, and the Univeristy of Colorado, Boulder under a Swiss National Foundation program. Currently, he is a Senior Research Associate at the LaSIG laboratory, EPFL. His research interests include the development of algorithms for information extraction and classification of very high resolution remote sensing images using machine learning algorithms.View more
Image Processing Laboratory, Universitat de València, Valencia, Spain
Jordi Muñoz-Marí (M'11) was born in València, Spain, in 1970, and received the B. Sc. degree in physics, the B. Sc. degree in electronics engineering, and the Ph.D. degree in electronics engineering from the Universitat de València, València, in 1993, 1996, and 2003, respectively.
Currently, he is an Associate Professor in the Electronics Engineering Department at the Universitat de València, where he teaches electronic circuits and programmable logical devices, digital electronic systems, and microprocessor electronic systems. His research interests are mainly related with the development of machine learning algorithms for signal and image processing.
Jordi Muñoz-Marí (M'11) was born in València, Spain, in 1970, and received the B. Sc. degree in physics, the B. Sc. degree in electronics engineering, and the Ph.D. degree in electronics engineering from the Universitat de València, València, in 1993, 1996, and 2003, respectively.
Currently, he is an Associate Professor in the Electronics Engineering Department at the Universitat de València, where he teaches electronic circuits and programmable logical devices, digital electronic systems, and microprocessor electronic systems. His research interests are mainly related with the development of machine learning algorithms for signal and image processing.View more
Image Processing Laboratory, Universitat de València, Valencia, Spain
Luis Gómez-Chova (S'08–M'09) received the B. Sc. (with first-class honors), M.Sc., and Ph.D. degrees in electronics engineering from the University of Valencia, Valencia, Spain, in 2000, 2002, and 2008, respectively.
Since 2000, he has been with the Department of Electronics Engineering, University of Valencia, first enjoying a research scholarship from the Spanish Ministry of Education and currently as an Assistant Professor. He is also a Researcher at the Image Processing Laboratory, where his work is mainly related to pattern recognition and machine learning applied to remote sensing multispectral images and cloud screening.
Luis Gómez-Chova (S'08–M'09) received the B. Sc. (with first-class honors), M.Sc., and Ph.D. degrees in electronics engineering from the University of Valencia, Valencia, Spain, in 2000, 2002, and 2008, respectively.
Since 2000, he has been with the Department of Electronics Engineering, University of Valencia, first enjoying a research scholarship from the Spanish Ministry of Education and currently as an Assistant Professor. He is also a Researcher at the Image Processing Laboratory, where his work is mainly related to pattern recognition and machine learning applied to remote sensing multispectral images and cloud screening.View more
Image Processing Laboratory, Universitat de València, Valencia, Spain
Jesus Malo (M'09) was born in 1970. He received the M.Sc. and Ph.D. degrees in physics from the Universitat de València, València, Spain, in 1995 and 1999, respectively.
He worked as a Fulbright Postdoctoral Fellow at the Vision Group, NASA Ames Research Center, Mountain View, CA, in 2000 and 2001 (with A. B. Watson), and the Laboratory of Computational Vision, Center for Neural Science, New York University, New York (with E. P. Simoncelli). Currently, he is with the Image Processing Laboratory, Universitat de València. His current research interests include models of low-level human vision, their relations with information theory, and their applications to image processing and vision science experimentation.
Dr. Malo is a member of the Asociación de Mujeres Investigadoras y Tecnólogas, and an Associate Editor of the IEEE Transactions on Image Processing. He was the recipient of the Vistakon European Research Award in 1994.
Jesus Malo (M'09) was born in 1970. He received the M.Sc. and Ph.D. degrees in physics from the Universitat de València, València, Spain, in 1995 and 1999, respectively.
He worked as a Fulbright Postdoctoral Fellow at the Vision Group, NASA Ames Research Center, Mountain View, CA, in 2000 and 2001 (with A. B. Watson), and the Laboratory of Computational Vision, Center for Neural Science, New York University, New York (with E. P. Simoncelli). Currently, he is with the Image Processing Laboratory, Universitat de València. His current research interests include models of low-level human vision, their relations with information theory, and their applications to image processing and vision science experimentation.
Dr. Malo is a member of the Asociación de Mujeres Investigadoras y Tecnólogas, and an Associate Editor of the IEEE Transactions on Image Processing. He was the recipient of the Vistakon European Research Award in 1994.View more
