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CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY

Abstract: 

Cloud segmentation is a vital task in applications that utilize satellite imagery. A common obstacle in using deep learning-based methods for this task is the insufficient number of images with their annotated ground truths. This work presents a content-aware unpaired image-to-image translation algorithm. It generates synthetic images with different land cover types from original images while preserving the locations and the intensity values of the cloud pixels. Therefore, no manual annotation of ground truth in these images is required. The visual and numerical evaluations of the generated images by the proposed method prove that their quality is better than that of competitive algorithms.

Index Terms— Cloud detection, Landsat 8, remote sensing
imagery, unpaired image-to-image translation

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Paper Details

Authors:
Sorour Mohajerani, Reza Asad, Kumar Abhishek, Neha Sharma, Alysha van Duynhoven, Parvaneh Saeedi
Submitted On:
20 September 2019 - 8:05pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Sorour Mohajerani
Paper Code:
TA.PC.3 (#2873)
Document Year:
2019
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icip_poster.pdf

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[1] Sorour Mohajerani, Reza Asad, Kumar Abhishek, Neha Sharma, Alysha van Duynhoven, Parvaneh Saeedi, "CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4798. Accessed: Sep. 20, 2020.
@article{4798-19,
url = {http://sigport.org/4798},
author = {Sorour Mohajerani; Reza Asad; Kumar Abhishek; Neha Sharma; Alysha van Duynhoven; Parvaneh Saeedi },
publisher = {IEEE SigPort},
title = {CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY},
year = {2019} }
TY - EJOUR
T1 - CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY
AU - Sorour Mohajerani; Reza Asad; Kumar Abhishek; Neha Sharma; Alysha van Duynhoven; Parvaneh Saeedi
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4798
ER -
Sorour Mohajerani, Reza Asad, Kumar Abhishek, Neha Sharma, Alysha van Duynhoven, Parvaneh Saeedi. (2019). CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY. IEEE SigPort. http://sigport.org/4798
Sorour Mohajerani, Reza Asad, Kumar Abhishek, Neha Sharma, Alysha van Duynhoven, Parvaneh Saeedi, 2019. CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY. Available at: http://sigport.org/4798.
Sorour Mohajerani, Reza Asad, Kumar Abhishek, Neha Sharma, Alysha van Duynhoven, Parvaneh Saeedi. (2019). "CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY." Web.
1. Sorour Mohajerani, Reza Asad, Kumar Abhishek, Neha Sharma, Alysha van Duynhoven, Parvaneh Saeedi. CLOUDMASKGAN: A CONTENT-AWARE UNPAIRED IMAGE-TO-IMAGE TRANSLATION ALGORITHM FOR REMOTE SENSING IMAGERY [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4798