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