Making street maps from satellite images
Making street maps from satellite images
Image to Image Translation : Generating maps from satellite images
arXiv paper abstract https://arxiv.org/abs/2105.09253v1
arXiv PDF paper https://arxiv.org/pdf/2105.09253v1.pdf
... conversion from satellite images may be a bit expensive but Generative models can pander to this challenge.
... Different techniques for image to image translations like Generative adversarial network, Conditional adversarial networks and Co-Variational Auto encoders are used to generate the corresponding human-readable maps for that region, which takes a satellite image at a given zoom level as its input. We are training our model on Conditional Generative Adversarial Network which comprises of Generator model which which generates fake images while the discriminator tries to classify the image as real or fake and both these models are trained synchronously in adversarial manner where both try to fool each other and result in enhancing model performance.
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