TY - GEN
T1 - Imagerank
T2 - 2003 International Conference on Multimedia and Expo, ICME 2003
AU - He, Xiaofei
AU - Ma, Wei-Ying
AU - Zhang, Hongjiang
N1 - Publication details (e.g. title, author(s), publication statuses and dates) are captured on an “AS IS” and “AS AVAILABLE” basis at the time of record harvesting from the data source. Suggestions for further amendments or supplementary information can be sent to [email protected].
PY - 2003
Y1 - 2003
N2 - Drawing on the correspondence between spectral clustering, spectral dimensionality reduction, and the connections to the Markov chain theory, we present a novel unified framework for structural analysis of image database us ing spectral techniques. The framework provides a computationally efficient approach to both clustering and dimensionality reduction, or 2-D visualization. Within this framework, we can also infer the semantic degrees of the images, i.e. imagerank, which characterize the richness of semantics contained in the images. Some illustrative examples are discussed. © 2003 IEEE.
AB - Drawing on the correspondence between spectral clustering, spectral dimensionality reduction, and the connections to the Markov chain theory, we present a novel unified framework for structural analysis of image database us ing spectral techniques. The framework provides a computationally efficient approach to both clustering and dimensionality reduction, or 2-D visualization. Within this framework, we can also infer the semantic degrees of the images, i.e. imagerank, which characterize the richness of semantics contained in the images. Some illustrative examples are discussed. © 2003 IEEE.
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UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-84908478876&origin=recordpage
U2 - 10.1109/ICME.2003.1220845
DO - 10.1109/ICME.2003.1220845
M3 - RGC 32 - Refereed conference paper (with host publication)
SN - 0780379659
VL - 1
T3 - Proceedings - IEEE International Conference on Multimedia and Expo
SP - I25-I28
BT - Proceedings - 2003 International Conference on Multimedia and Expo, ICME
PB - IEEE Computer Society
Y2 - 6 July 2003 through 9 July 2003
ER -