What is a Tabby? Interpretable Model Decisions by Learning Attribute-Based Classification Criteria

What is a Tabby? Interpretable Model Decisions by Learning Attribute-Based Classification Criteria
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什么是虎斑猫?

DOI:
10.1109/tpami.2019.2954501
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发表时间:
2019-11
影响因子:
23.6
通讯作者:
Xilin Chen
Xilin Chen
中科院分区:
计算机科学1区
文献类型:
--
作者:
Haomiao Liu;Ruiping Wang;Shiguang Shan;Xilin Chen

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最先进的分类模型通常被认为是黑盒子,因为它们的决策过程对人类是隐式的。相反,人类专家根据一套明确的等级标准对物体进行分类。例如,“虎斑猫”
State-of-the-art classification models are usually considered as black boxes since their decision processes are implicit to humans. On the contrary, human experts classify objects according to a set of explicit hierarchical criteria. For example, “tabby i
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