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ScienceCast What is ScienceCast. Computer Vision and Pattern Recognition. CV Cite as: cycaxa CV]. Replicate What is Replicate. PARAGRAPHBoth cycada and organizations that work with arXivLabs have embraced and accepted our values of openness, community, cycada, and user data privacy. EfrosTrevor Darrell.

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Cycada is a compatibility layer that aims to allow applications designed for iOS to run unmodified on the Android operating system. This is unofficial implementation of CyCADA: Cycle-Consistent Adversarial Domain Adaptation (ICML). Figure 1: We propose CyCADA, an adversarial unsuper- vised adaptation algorithm which uses cycle and semantic consistency to perform adaptation at multiple.
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More generally, we are interested in a class of dynamic methods where the actual graph computation performed depends on the domain or instance we are classifying. Rather than learn a single model for each domain, which quickly becomes intractable as the number of domains grows, we propose learning a single model that is trained to operate in all domains, thereby enabling it to share information between domains. However, in practice this paradigm is limiting, as different aspects of the real world such as illumination and weather conditions vary continuously and cannot be effectively captured in just two domains alone. We use a reconstruction cycle-consistency loss to enforce the cross-domain transformation to preserve pixel information and a semantic labeling loss to enforce semantic consistency.