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The Effect of Chinese Proficiency on Determining Temporal Adverb Position by Native Japanese Speakers Learning Chinese
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In: Front Psychol (2022)
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Probabilistic Modeling of Semantic Ambiguity for Scene Graph Generation ...
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Abstract:
To generate "accurate" scene graphs, almost all existing methods predict pairwise relationships in a deterministic manner. However, we argue that visual relationships are often semantically ambiguous. Specifically, inspired by linguistic knowledge, we classify the ambiguity into three types: Synonymy Ambiguity, Hyponymy Ambiguity, and Multi-view Ambiguity. The ambiguity naturally leads to the issue of \emph{implicit multi-label}, motivating the need for diverse predictions. In this work, we propose a novel plug-and-play Probabilistic Uncertainty Modeling (PUM) module. It models each union region as a Gaussian distribution, whose variance measures the uncertainty of the corresponding visual content. Compared to the conventional deterministic methods, such uncertainty modeling brings stochasticity of feature representation, which naturally enables diverse predictions. As a byproduct, PUM also manages to cover more fine-grained relationships and thus alleviates the issue of bias towards frequent relationships. ... : CVPR 2021 poster ...
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Keyword:
Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2103.05271 https://arxiv.org/abs/2103.05271
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A Bidirectional Transformer Based Alignment Model for Unsupervised Word Alignment ...
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Reliability and validity of the Chinese version of Oldenburg Burnout Inventory for Chinese nurses
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In: Nurs Open (2021)
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UniMa at SemEval-2018 Task 7 : semantic relation extraction and classification from scientific publications
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Queer Bodies, Queer Lives in China English Contact Literature
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In: Open Linguistics, Vol 4, Iss 1, Pp 147-162 (2018) (2018)
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Introduction of the World Organic Language Teaching Approach
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In: Chinese Language Teaching Methodology and Technology (2017)
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Parents’ Guidelines for the Transition from Chinese Homes to American Preschools
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In: Early and Special Education Graduate Projects and Theses (2009)
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