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Filtering by: Creator Benjamin, Namrod David Remove constraint Creator: Benjamin, Namrod David Advisor Li, Fuxin Remove constraint Advisor: Li, Fuxin Advisor Fern, Xiaoli Z. Remove constraint Advisor: Fern, Xiaoli Z.

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  • Open Set Learning with Counterfactual Images

    Creator:
    Neal, Lawrence W.
    Abstract:
    In open set recognition, a classifier must label instances of known classes while detecting instances of unknown classes not encountered during training. To detect unknown classes while still generalizing to new instances of existing classes, this thesis introduces a dataset augmentation technique called counterfactual image generation. This approach, based on...
    Resource Type:
    Masters Thesis
    Full Text:
    the IEEE conference on computer vision and pattern recognition, pages 1563–1572, 2016. [3] David

  • Leveraging Structures of the Data in Deep Learning

    Creator:
    Li, Xingyi
    Abstract:
    The performance of deep learning frameworks could be significantly improved through considering the particular underlying structures for each dataset. In this thesis, I summarize our three work about boosting the performance of deep learning models through leveraging structures of the data. In the first work, we theoretically justify that, for...
    Resource Type:
    Dissertation