Change detection in remote sensing images using conditional adversarial networks
MA Lebedev, YV Vizilter… - … Archives of the …, 2018 - isprs-archives.copernicus.org
MA Lebedev, YV Vizilter, OV Vygolov, VA Knyaz, AY Rubis
The International Archives of the Photogrammetry, Remote …, 2018•isprs-archives.copernicus.orgWe 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.
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.
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.
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