Open Access Open Access  Restricted Access Subscription or Fee Access

Shadow Removal from Remote Sensing Images by Efficient Inpainting Method

S. Vijayalakshmi, Sumathy Eswaran

Abstract


Remote sensing images from satellite are useful for many different applications like change detection, identification of topological components shadow. Shadows have to be removed from the satellite images before it has to be processed for feature extraction. This paper proposes an efficient approach for shadow detection and removal in remote sensing images on urban areas. In our proposed work the image is first converted into HSV color model, shadow is detected by threshold based on Otsu’s method and subsequent boundaries are extracted. For shadow removal, inner-outer profile line (IOPL) is generated with respect to obtained boundaries obtained. Then shadow regions are masked, in painting algorithm is implemented to restore the original image. Thus new method accurately detects and removes shadow in remote sensing images.


Keywords


Remote Sensing Images, IOPL, in Painting, Shadow Detection, Shadow Removal.

Full Text:

PDF

References


Hongya Zhang, Kaimin Sun, Wenzhuo Li, “Object-Oriented Shadow Detection and Removal From Urban High-Resolution Remote Sensing Image”, IEEE Transaction on geoscience and remote sensing, Vol.52, Nov.2014, pg.no: 6972-6982

Krishna Kant Singh, Kirat Pal, “Shadow Detection and Removal from Remote Sensing Images Using NDI and Morphological Operators”, IJCA , Vol.42, Mar.2012, pg.no:37-40

Rajni Thakur, Shveta Chadda, “Review on Shadow Detection and Removal Techniques/ Algorithm”,IJCST, Vol3. Jan-Mat 2012, pg.no:536-541

Shibam Das, Ambika Aery, “ A Review: Shadow Detection and Removal from Images.”, IJEIT, Vol.4, May 2013, pg.no:1764-1767

Olivier Le Meur, Mounira Ebdelli, “Hierarchical Super-Resolution –Based In painting”, IEEE Transaction on image processing , Vol.22, Oct 2013, pg.no:3779-3791

Anupam, Pulkit Goyal, “Fast and Enhanced Algorithm Exemplar Based Image In painting”, Image and video Technology (PSIVT), Nov 2010, ISBN:978-1-244-8890-2, pg.no: 325-330

Hetal J.Vala, Astha Baxi, “A Review on Otsu Image Segmentation Algorithm”, IJARCET, Vol.2, Feb 2013, pg.no:387-389

A.Criminisi , P.Perez, K.Toyama, “Region Filling and Object Removal by Exemplar – Based Image In painting”, IEEE Transaction on Image Processing, Vol.13, Sep 2004, pg.no:1-13

J.B. Mena and J.A. Malpica “A change detection method with radiometric normalization and shadows removal in multispectral satellite imagery”,

G. Finlayson, S. Hordley, and M. Drew, “Removing shadows from images,” in Proc. ECCV, May 28–31, 2002, pg.no:. 823–836

Y. Li, T. Sasagawa, and P. Gong, “A system of the shadow detection and shadow removal for high resolution city aerial photo,” in Proc. ISPRS Congr, Comm., 2004, vol. 35, pp. 802–807

J. Yang, Z. Zhao, and J. Yang, “A shadow removal method for high resolution remote sensing image,” Geomatics Inf. Sci. Wuhan Univ., vol. 33, pg.no: 17–20, 2008


Refbacks

  • There are currently no refbacks.


Creative Commons License
This work is licensed under a Creative Commons Attribution 3.0 License.