Joint dictionary learning and topic modeling for image clustering
Publication
, Journal Article
Li, L; Zhou, M; Wang, E; Carin, L
Published in: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
August 18, 2011
A new Bayesian model is proposed, integrating dictionary learning and topic modeling into a unified framework. The model is applied to cluster multiple images, and a subset of the images may be annotated. Example results are presented on the MNIST digit data and on the Microsoft MSRC multi-scene image data. These results reveal the working mechanisms of the model and demonstrate state-of-the-art performance. © 2011 IEEE.
Duke Scholars
Published In
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
DOI
ISSN
1520-6149
Publication Date
August 18, 2011
Start / End Page
2168 / 2171
Citation
APA
Chicago
ICMJE
MLA
NLM
Li, L., Zhou, M., Wang, E., & Carin, L. (2011). Joint dictionary learning and topic modeling for image clustering. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 2168–2171. https://doi.org/10.1109/ICASSP.2011.5946757
Li, L., M. Zhou, E. Wang, and L. Carin. “Joint dictionary learning and topic modeling for image clustering.” ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, August 18, 2011, 2168–71. https://doi.org/10.1109/ICASSP.2011.5946757.
Li L, Zhou M, Wang E, Carin L. Joint dictionary learning and topic modeling for image clustering. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2011 Aug 18;2168–71.
Li, L., et al. “Joint dictionary learning and topic modeling for image clustering.” ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, Aug. 2011, pp. 2168–71. Scopus, doi:10.1109/ICASSP.2011.5946757.
Li L, Zhou M, Wang E, Carin L. Joint dictionary learning and topic modeling for image clustering. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2011 Aug 18;2168–2171.
Published In
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
DOI
ISSN
1520-6149
Publication Date
August 18, 2011
Start / End Page
2168 / 2171