Object Detection Based on Sparse Representation and Hough Voting for Optical Remote Sensing Imagery | IEEE Journals & Magazine | IEEE Xplore

Object Detection Based on Sparse Representation and Hough Voting for Optical Remote Sensing Imagery


Abstract:

We present a novel method for detecting instances of an object class or specific object in high-spatial-resolution optical remote sensing images. The proposed method inte...Show More

Abstract:

We present a novel method for detecting instances of an object class or specific object in high-spatial-resolution optical remote sensing images. The proposed method integrates sparse representations for local-feature detection into generalized-Hough-transform object detection. Object parts are detected via class-specific sparse image representations of patches using learned target and background dictionaries, and their co-occurrence is spatially integrated by Hough voting, which enables object detection. We aim to efficiently detect target objects using a small set of positive training samples by matching essential object parts with a target dictionary while the residuals are explained by a background dictionary. Experimental results show that the proposed method achieves state-of-the-art performance for several examples including object-class detection and specific-object identification.
Page(s): 2053 - 2062
Date of Publication: 11 March 2015

ISSN Information:

Author image of Naoto Yokoya
Department of Advanced Interdisciplinary Studies, University of Tokyo, Tokyo, Japan
Naoto Yokoya (S’10–M’13) received the M.Sc. and Ph.D. degrees in aerospace engineering from the University of Tokyo, Tokyo, Japan, in 2010 and 2013, respectively.
From 2012 to 2013, he was a Research Fellow with Japan Society for the Promotion of Science, Tokyo, Japan. Currently, he is an Assistant Professor with the University of Tokyo. His research interests include image analysis and data fusion in remote sensing.
Naoto Yokoya (S’10–M’13) received the M.Sc. and Ph.D. degrees in aerospace engineering from the University of Tokyo, Tokyo, Japan, in 2010 and 2013, respectively.
From 2012 to 2013, he was a Research Fellow with Japan Society for the Promotion of Science, Tokyo, Japan. Currently, he is an Assistant Professor with the University of Tokyo. His research interests include image analysis and data fusion in remote sensing.View more
Author image of Akira Iwasaki
Department of Advanced Interdisciplinary Studies, University of Tokyo, Tokyo, Japan
Akira Iwasaki received the M.Sc. degree in aerospace engineering and the Doctoral degree in engineering from the University of Tokyo, Tokyo, Japan, in 1987 and 1996, respectively.
He joined the Electrotechnical Laboratory, where he engaged in research on space technology and remote sensing system, in 1987. Currently, he is a Professor with the University of Tokyo.
Akira Iwasaki received the M.Sc. degree in aerospace engineering and the Doctoral degree in engineering from the University of Tokyo, Tokyo, Japan, in 1987 and 1996, respectively.
He joined the Electrotechnical Laboratory, where he engaged in research on space technology and remote sensing system, in 1987. Currently, he is a Professor with the University of Tokyo.View more

Author image of Naoto Yokoya
Department of Advanced Interdisciplinary Studies, University of Tokyo, Tokyo, Japan
Naoto Yokoya (S’10–M’13) received the M.Sc. and Ph.D. degrees in aerospace engineering from the University of Tokyo, Tokyo, Japan, in 2010 and 2013, respectively.
From 2012 to 2013, he was a Research Fellow with Japan Society for the Promotion of Science, Tokyo, Japan. Currently, he is an Assistant Professor with the University of Tokyo. His research interests include image analysis and data fusion in remote sensing.
Naoto Yokoya (S’10–M’13) received the M.Sc. and Ph.D. degrees in aerospace engineering from the University of Tokyo, Tokyo, Japan, in 2010 and 2013, respectively.
From 2012 to 2013, he was a Research Fellow with Japan Society for the Promotion of Science, Tokyo, Japan. Currently, he is an Assistant Professor with the University of Tokyo. His research interests include image analysis and data fusion in remote sensing.View more
Author image of Akira Iwasaki
Department of Advanced Interdisciplinary Studies, University of Tokyo, Tokyo, Japan
Akira Iwasaki received the M.Sc. degree in aerospace engineering and the Doctoral degree in engineering from the University of Tokyo, Tokyo, Japan, in 1987 and 1996, respectively.
He joined the Electrotechnical Laboratory, where he engaged in research on space technology and remote sensing system, in 1987. Currently, he is a Professor with the University of Tokyo.
Akira Iwasaki received the M.Sc. degree in aerospace engineering and the Doctoral degree in engineering from the University of Tokyo, Tokyo, Japan, in 1987 and 1996, respectively.
He joined the Electrotechnical Laboratory, where he engaged in research on space technology and remote sensing system, in 1987. Currently, he is a Professor with the University of Tokyo.View more

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