Web acquired image datasets need curation: an examplar pipeline evaluated on Greek food images

2021 IEEE International Conference on Imaging Systems and Techniques (IST)(2021)

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摘要
Mining Web data to create AI-usable datasets, is still non-trivial. Unfortunately, despite the free data access, the formation of a dataset useful for machine learning applications cannot rely solely on a data mining phase. For any given query, the retrieved sample may include duplicated, misclassified or completely irrelevant content. The consequence of not “cleaning” those datasets is to end up ...
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关键词
Conferences,Pipelines,Imaging,Machine learning,Ontologies,Cleaning,Data mining
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