PAS estimates target accuracy for domain adaptation by measuring compatibility between source domains, pre-trained feature extractors, and target tasks using embeddings, correlating strongly with actual post-adaptation performance.
Syn2real: A new benchmark forsynthetic-to-real visual domain adaptation.arXiv preprint arXiv:1806.09755
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PAS: Estimating the target accuracy before domain adaptation
PAS estimates target accuracy for domain adaptation by measuring compatibility between source domains, pre-trained feature extractors, and target tasks using embeddings, correlating strongly with actual post-adaptation performance.