SPLAT: Semantic Pixel-Level Adaptation Transforms for Detection

3 Dec 2018 Eric Tzeng Kaylee Burns Kate Saenko Trevor Darrell

Domain adaptation of visual detectors is a critical challenge, yet existing methods have overlooked pixel appearance transformations, focusing instead on bootstrapping and/or domain confusion losses. We propose a Semantic Pixel-Level Adaptation Transform (SPLAT) approach to detector adaptation that efficiently generates cross-domain image pairs... (read more)

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