Change detection from satellite images based on optimal asymmetric thresholding the difference image

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Youssefi Fahime; VALADAN ZOEJ MOHAMMAD JAVAD; Jannati Mojtaba

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Paper Information

Journal: ENGINEERING JOURNAL OF GEOSPATIAL INFORMATION TECHNOLOGY Year:2019 | Volume:7 | Issue:1 Page(s): 73-89

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Title

Change detection from satellite images based on optimal asymmetric thresholding the difference image

Author(s)

Youssefi Fahime | VALADAN ZOEJ MOHAMMAD JAVAD | Jannati Mojtaba | Issue Writer Certificate

Keywords

Change detectionQ1

Multi-temporal satellite imagesQ1

LabelingQ1

ThresholdingQ1

Change maskQ1

Abstract

As a process to detect changes in land cover by using Multi-temporal satellite images, Change detection is one of the practical subjects in field of remote sensing. Any progress on this issue increase the accuracy of results as well as facilitating and accelerating the analysis of multi-temporal data and reducing the cost of producing geospatial information. In this study, an unsupervised Change detection method is proposed based on using the image quality parameters; including correlation, spectral distortion, radiometric distortion and contrast between pixels in multi-temporal images. To calculate these indices, a binary mask is used to divide the image into change and unchanged classes. In this paper, to generate the mask, the proposed method applied asymmetric Thresholding on signed difference image and in order to produce optimal mask, an iterative algorithm are suggested to find the optimal thresholds. The results demonstrate 5 percent increasing when two asymmetric thresholds are used with respect to use one threshold in absolute difference image. The proposed method is less sensitive to radiometric changes in multi-temporal images. Besides, due to usage optimized threshlding method, this method has less computational cost than random mask optimization methods. Moreover, in comparison with the Otsu Thresholding method and Fisher criterion function, the results obtained from the proposed method demonstraste 24 and 21 percent incressing the accuracy, respectively.

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APA: Copy

Youssefi, Fahime, VALADAN ZOEJ, MOHAMMAD JAVAD, & Jannati, Mojtaba. (2019). Change detection from satellite images based on optimal asymmetric thresholding the difference image. ENGINEERING JOURNAL OF GEOSPATIAL INFORMATION TECHNOLOGY, 7(1 ), 73-89. SID. https://sid.ir/paper/230043/en

Vancouver: Copy

Youssefi Fahime, VALADAN ZOEJ MOHAMMAD JAVAD, Jannati Mojtaba. Change detection from satellite images based on optimal asymmetric thresholding the difference image. ENGINEERING JOURNAL OF GEOSPATIAL INFORMATION TECHNOLOGY[Internet]. 2019;7(1 ):73-89. Available from: https://sid.ir/paper/230043/en

IEEE: Copy

Fahime Youssefi, MOHAMMAD JAVAD VALADAN ZOEJ, and Mojtaba Jannati, “Change detection from satellite images based on optimal asymmetric thresholding the difference image,” ENGINEERING JOURNAL OF GEOSPATIAL INFORMATION TECHNOLOGY, vol. 7, no. 1 , pp. 73–89, 2019, [Online]. Available: https://sid.ir/paper/230043/en

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