Exploring Uncertainty Measures for Image-Caption Embedding-and-Retrieval Task

9 Apr 2019Kenta HamaTakashi MatsubaraKuniaki UeharaJianfei Cai

With the wide development of black-box machine learning algorithms, particularly deep neural network (DNN), the practical demand for the reliability assessment is rapidly rising. On the basis of the concept that `Bayesian deep learning knows what it does not know,' the uncertainty of DNN outputs has been investigated as a reliability measure for the classification and regression tasks... (read more)

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