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    Towards robust sensing and recognition : from statistical learning to transfer learning by Yang, Jianfei

    Published 2020
    “…Secondly, current domain adaptation methods require careful manual hyper-parameter tuning, which is not realistic for unmanned systems such as smart cars. To stabilize the training of adversarial domain adaptation, Max-margin Domain-Adversarial Training (MDAT) is developed in this thesis to realize stable convergence without cumbersome manuals. …”
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    Thesis-Doctor of Philosophy