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FDA: Fourier Domain Adaptation for Semantic Segmentation

FDA: Fourier Domain Adaptation for Semantic Segmentation

We describe a simple method for unsupervised domain adaptation, whereby the discrepancy between the source and target distributions is reduced by swapping the low-frequency spectrum of one with the other. We illustrate the method in semantic segmentation, where densely annotated images are aplenty in one domain (synthetic data), but difficult …