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...
Ausführliche Beschreibung
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 |