CFP last date
20 December 2024
Reseach Article

An Effective Approach of Shadow Detection and Removal using Edge Detection and Bilateral Filtering

by Laxmi Singh Chandel, Ajay Kumar Goyal
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 171 - Number 5
Year of Publication: 2017
Authors: Laxmi Singh Chandel, Ajay Kumar Goyal
10.5120/ijca2017915047

Laxmi Singh Chandel, Ajay Kumar Goyal . An Effective Approach of Shadow Detection and Removal using Edge Detection and Bilateral Filtering. International Journal of Computer Applications. 171, 5 ( Aug 2017), 34-37. DOI=10.5120/ijca2017915047

@article{ 10.5120/ijca2017915047,
author = { Laxmi Singh Chandel, Ajay Kumar Goyal },
title = { An Effective Approach of Shadow Detection and Removal using Edge Detection and Bilateral Filtering },
journal = { International Journal of Computer Applications },
issue_date = { Aug 2017 },
volume = { 171 },
number = { 5 },
month = { Aug },
year = { 2017 },
issn = { 0975-8887 },
pages = { 34-37 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume171/number5/28180-2017915047/ },
doi = { 10.5120/ijca2017915047 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-07T00:18:40.480582+05:30
%A Laxmi Singh Chandel
%A Ajay Kumar Goyal
%T An Effective Approach of Shadow Detection and Removal using Edge Detection and Bilateral Filtering
%J International Journal of Computer Applications
%@ 0975-8887
%V 171
%N 5
%P 34-37
%D 2017
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Here in this paper automatic Shadow detection with Shadow Removal technique is implemented. The planned procedure implemented is based on the concept of identifying the Shadow region for the recognition of Shadow and then applying Filtering over the region to eliminate the silhouette consequence from the image. The planned procedure implemented here works in Two Stages, in the first stage Hybrid technique of arbitrary Walker Segmentation with Canny Edge Detector and bilateral filtering is applied in next Stage. The planned method implemented here is applied over dataset and the scheme provide better Positive rate and High True Positive rate and low error rate.

References
  1. Arevalo V, González J, Ambrosio G, "Detecting Shadow QuickBird satellite images," ISPRS 2006 Commission VII Mid-term Symposium 'Remote Sensing: From Pixels to Processes'. Enschede, the Netherlands, 8-11 May, pp. 330,335
  2. Rajni Thakur, Shveta Chadda, Navjeet Kaur: "Review on Shadow Detection and Removal Techniques/Algorithms", International Journal of Computer Science And Technology, ISSN: 0976-8491, Volume 3, Issue 1, Jan - March 2012.
  3. Shwetali Wakchaure, Poorva Raut: "A Review of Shadow Detection and Reconstruction in VHR Images", The International Journal Of Science and Technoledge (IJST), ISSN: 2321-919X, Volume 2, Issue 3, March-2014.
  4. E. Salvador, A. Cavallaro, and T. Ebrahimi, “Cast shadow segmentation using invariant color features,” Comput. Vis. Image Understand., vol. 95, no. 2, pp. 238–259, Aug. 2004. roc. Computer Vision and Image Understanding 95(2004) 238-259.
  5. Huihui Song; Bo Huang; Kaihua Zhang, "Shadow Detection and Reconstruction in High-Resolution Satellite Images via Morphological Filtering and Example-Based Learning," IEEE Transactions on Geoscience and Remote Sensing, , vol.52, no.5, pp.2545,2554, May 2014.
  6. Ariel Amato, Ivan Huerta, Mikhail G. Mozerov, F. Xavier Roca and Jordi Gonz`alez: "Moving Cast shadow Detection Methods for Video surveillance Application," pp. 1–25 (2013).
  7. Wei Zhang, Q.M. Jonathan Wu, and Xiangzhong Fang, "Vision Systems: Segmentation and Pattern Recognition. Moving Cast Shadow Detection," Goro Obinata and Ashish Dutta, InTech
  8. Habib Ullah, Mohib Ullah, Muhammad Uzair, and Fasih ur Rehman, "Comparative study: The evaluation of shadow detection methods," International Journal Of Video & Image Processing And Network Security (IJVIPNS), Vol.10(2), pp.1,7, April 2010.
  9. Luus, F.P.S.; van den Bergh, F.; Maharaj, B.T.J., "Adaptive Threshold-Based Shadow Masking for Across-Date Settlement Classification of Panchromatic QuickBird Images," Geoscience and Remote Sensing Letters, IEEE , vol.11, no.6, pp.1153,1157, June 2014
  10. Kuo-Liang Chung; Yi-Ru Lin; Yong-Huai Huang, "Efficient Shadow Detection of Color Aerial Images Based on Successive Thresholding Scheme," , IEEE Transactions on Geoscience and Remote Sensing, vol.47, no.2, pp.671,682, Feb. 2009
  11. Maryam Golchin, Fatimah Khalid, Lili Nurliana Abdullah and Seyed Hashem Davarpanah, 'Shadow Detection Using Color and Edge Information', Journal of Computer Science, Vol. 9 (11), pp.1575,1588, 2013.
  12. Leone, A.; Distante, C.; Buccolieri, F., "A texture-based approach for shadow detection," IEEE Conference on Advanced Video and Signal Based Surveillance, 2005. AVSS 2005., vol., no., pp.371,376, 15-16 Sept. 2005
  13. A.Leone, C.Distante, "Shadow Detection for Moving Objects based on Texture analysis," Pattern Recognition, Vol. 40(4), pp. 1222,1233, April 2007
  14. Heikkila, M.; Pietikainen, M., "A texture-based method for modeling the background and detecting moving objects," IEEE Transactions on Pattern Analysis and Machine Intelligence,, vol.28, no.4, pp.657,662, April 2006.
  15. Dong Xu; Jianzhuang Liu; Zhengkai Liu; Xiaoou Tang, "Indoor shadow detection for video segmentation," IEEE International Conference on Multimedia and Expo, 2004. ICME '04. 2004, vol.1, no., pp.41,44 Vol.1, 27-30 June 2004.
  16. Dong Xu; Jianzhuang Liu; Xuelong Li; Zhengkai Liu; Xiaoou Tang, "Insignificant shadow detection for video segmentation," IEEE Transactions on Circuits and Systems for Video Technology , vol.15, no.8, pp.1058,1064, Aug. 2005.
  17. Ruiqi Guo; Qieyun Dai; Hoiem, D., "Single-image shadow detection and removal using paired regions," IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011, vol., no., pp.2033,2040, 20-25 June 2011
  18. Xin Liu; Bin Dai; Hangen He, "Real-Time On-Road Vehicle Detection Combining Specific Shadow Segmentation and SVM Classification," I\ Second International Conference on Digital Manufacturing and Automation (ICDMA),IEEE,2011, vol., no., pp.885,888, 5-7 Aug. 2011
  19. Asaidi, H.; Aarab, A.; Bellouki, M., "Shadow detection approach combining spectral and geometrical properties," IEEE International Conference on Multimedia Computing and Systems (ICMCS), 2012, vol., no., pp.389-393, 10-12 May 2012.
Index Terms

Computer Science
Information Sciences

Keywords

Shadow Detection Shadow Removal Canny Edge Detection Bilateral Filtering Random Walker Segmentation.