The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
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Articles | Volume XLII-2
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 565–571, 2018
https://doi.org/10.5194/isprs-archives-XLII-2-565-2018
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 565–571, 2018
https://doi.org/10.5194/isprs-archives-XLII-2-565-2018

  30 May 2018

30 May 2018

CHANGE DETECTION IN REMOTE SENSING IMAGES USING CONDITIONAL ADVERSARIAL NETWORKS

M. A. Lebedev, Y. V. Vizilter, O. V. Vygolov, V. A. Knyaz, and A. Y. Rubis M. A. Lebedev et al.
  • State Res. Institute of Aviation Systems (GosNIIAS), Russia

Keywords: Change Detection, Database, Deep Convolutional Neural Networks, Generative Adversarial Networks

Abstract. We present a method for change detection in images using Conditional Adversarial Network approach. The original network architecture based on pix2pix is proposed and evaluated for difference map creation. The paper address three types of experiments: change detection in synthetic images without objects relative shift, change detection in synthetic images with small relative shift of objects, and change detection in real season-varying remote sensing images.