Unsupervised Transfer Learning via Multi-Scale Convolutional Sparse Coding for Biomedical Applications

The capabilities of (I) learning transferable knowledge across domains; and (II) fine-tuning the pre-learned base knowledge towards tasks with considerably smaller data scale are extremely important. Many of the existing transfer learning techniques are supervised approaches, among which deep learni...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 40(2018), 5 vom: 04. Mai, Seite 1182-1194
1. Verfasser: Chang, Hang (VerfasserIn)
Weitere Verfasser: Han, Ju, Zhong, Cheng, Snijders, Antoine M, Mao, Jian-Hua
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2018
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, N.I.H., Extramural