Youku Technology
Sep 29, 2021 · Artificial Intelligence
Reducing the Covariate Shift by Mirror Samples in Cross Domain Alignment
By constructing virtual mirror samples that occupy identical positions across source and target domains, the authors eliminate covariate shift while preserving distribution structure, enabling superior unsupervised domain adaptation that achieves state‑of‑the‑art performance on Office and VisDA benchmarks and improves real‑world lighting and gender‑recognition tasks.
AI researchMachine LearningSOTA
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