Two-dimensional multilabel active learning with an efficient online adaptation model for image classification

Conventional active learning dynamically constructs the training set only along the sample dimension. While this is the right strategy in binary classification, it is suboptimal for multilabel image classification. We argue that for each selected sample, only some effective labels need to be annotat...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 31(2009), 10 vom: 16. Okt., Seite 1880-97
1. Verfasser: Qi, Guo-Jun (VerfasserIn)
Weitere Verfasser: Hua, Xian-Sheng, Rui, Yong, Tang, Jinhui, Zhang, Hong-Jiang
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2009
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article