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

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 is a domestic cat with stripes, dots, or...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 43(2021), 5 vom: 21. Mai, Seite 1791-1807
1. Verfasser: Liu, Haomiao (VerfasserIn)
Weitere Verfasser: Wang, Ruiping, Shan, Shiguang, Chen, Xilin
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2021
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, Non-U.S. Gov't