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2020 | OriginalPaper | Buchkapitel

An Adaptive Thresholding Approach Based on Improved Harris Corner Detection for Estimation of Built up Region from Remote Sensing Images

verfasst von : N. M. Basavaraju, T. Shreekanth, L. Vedavathi

Erschienen in: Intelligent Communication Technologies and Virtual Mobile Networks

Verlag: Springer International Publishing

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Abstract

This paper proposes an approach to estimate the possible built-up areas from high-resolution remote sensing images covering different scenes for monitoring the built-up areas within limited time and minimal cost. The motivation behind this work is that the frequently recurring patterns or repeated textures corresponding to common objects of interest (e.g., built-up areas) in the input image data can help in discriminating the built-up areas from others. The proposed method consists of two steps. First step involves extracting a large set of corners from the input image by employing an improved Harris Corner detector. The improved Harris Corner selects the local maxima from the extracted corners by performing the gray scale morphological dilation operation. It then finds those points in the corner strength image that matches the dilated image and is greater than the threshold value. In the second step, an adaptive global thresholding is applied to the corner response image and binary morphological operations are performed to obtain the candidate regions. Experimental results show that the proposed approach outperforms the existing algorithms in the literature in terms of detection accuracy.

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Literatur
1.
Zurück zum Zitat Ünsalan, C., Boyer, K.L.: Classifying land development in high resolution panchromatic satellite images using straight-line statistics. IEEE Trans. Geosci. Remote Sens. 42(4), 907–919 (2004)CrossRef Ünsalan, C., Boyer, K.L.: Classifying land development in high resolution panchromatic satellite images using straight-line statistics. IEEE Trans. Geosci. Remote Sens. 42(4), 907–919 (2004)CrossRef
2.
Zurück zum Zitat Pesaresi, M., Benediktsson, J.A.: A new approach for the morphological segmentation of high-resolution satellite imagery. IEEE Trans. Geosci. Remote Sens. 39(2), 309–320 (2001)CrossRef Pesaresi, M., Benediktsson, J.A.: A new approach for the morphological segmentation of high-resolution satellite imagery. IEEE Trans. Geosci. Remote Sens. 39(2), 309–320 (2001)CrossRef
3.
Zurück zum Zitat Benediktsson, J.A., Palmason, J.A., Sveinsson, J.R.: Classification of hyperspectral data from built-up areas based on extended morphological profiles. IEEETrans. Geosci. Remote Sens. 43(3), 480–491 (2005)CrossRef Benediktsson, J.A., Palmason, J.A., Sveinsson, J.R.: Classification of hyperspectral data from built-up areas based on extended morphological profiles. IEEETrans. Geosci. Remote Sens. 43(3), 480–491 (2005)CrossRef
4.
Zurück zum Zitat Pesaresi, M., Gerhardinger, A., Kayitakire, F.: A robust built-up area presence index by anisotropic rotation-invariant textural measure. IEEE J. Sel. Topics Appl. Earth Observe. Remote Sens. 1(3), 180–192 (2008)CrossRef Pesaresi, M., Gerhardinger, A., Kayitakire, F.: A robust built-up area presence index by anisotropic rotation-invariant textural measure. IEEE J. Sel. Topics Appl. Earth Observe. Remote Sens. 1(3), 180–192 (2008)CrossRef
5.
Zurück zum Zitat Sirmacek, B., Unsalan, C.: Built-up-area and building detection using SIFT keypoints and graph theory. IEEE Trans. Geosci. Remote Sens. 47(4), 1156–1167 (2009)CrossRef Sirmacek, B., Unsalan, C.: Built-up-area and building detection using SIFT keypoints and graph theory. IEEE Trans. Geosci. Remote Sens. 47(4), 1156–1167 (2009)CrossRef
6.
Zurück zum Zitat Sirmacek, B., Unsalan, C.: Built-up area detection using local feature points and spatial voting. IEEE Geosci. Remote Sens. Lett. 7(1), 146–150 (2010)CrossRef Sirmacek, B., Unsalan, C.: Built-up area detection using local feature points and spatial voting. IEEE Geosci. Remote Sens. Lett. 7(1), 146–150 (2010)CrossRef
7.
Zurück zum Zitat Harris, C.G., Stephens, M.: A combined corner and edge detector. In: Proceedings of 4th Alley Vision Conference, pp. 147–151 (1988) Harris, C.G., Stephens, M.: A combined corner and edge detector. In: Proceedings of 4th Alley Vision Conference, pp. 147–151 (1988)
8.
Zurück zum Zitat Fonte, L.M., Gautama, S., Philips, W., Goeman, W.: Evaluating corner detectors for the extraction of man- made structures in urban areas. In: Proceedings of IEEE Conference IGARSS, pp. 237–240 (2005) Fonte, L.M., Gautama, S., Philips, W., Goeman, W.: Evaluating corner detectors for the extraction of man- made structures in urban areas. In: Proceedings of IEEE Conference IGARSS, pp. 237–240 (2005)
9.
Zurück zum Zitat Sezgin, M., Sankur, B.: Survey over image thresholding techniques and quantitative performance evaluation. J. Electron. Imag. 13(1), 146–165 (2003) Sezgin, M., Sankur, B.: Survey over image thresholding techniques and quantitative performance evaluation. J. Electron. Imag. 13(1), 146–165 (2003)
10.
Metadaten
Titel
An Adaptive Thresholding Approach Based on Improved Harris Corner Detection for Estimation of Built up Region from Remote Sensing Images
verfasst von
N. M. Basavaraju
T. Shreekanth
L. Vedavathi
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-28364-3_48