Abstract
Content-based cross-media retrieval is a new category of retrieval methods by which the modality of query examples and the returned results need not to be the same, for example, users may query images by an example of audio and vice versa. Multimedia Document (MMD) is a set of media objects that are of different modalities but carry the same semantics. In this paper, a graph based approach is proposed to achieve the content-based cross-media retrieval and MMD retrieval. Positive and negative examples of relevance feedback are used differently to boost the retrieval performance and experiments show that the proposed methods are very effective.
This work is supported by National Natural Science Foundation of China (No.60533090, No.60525108), Science and Technology Project of Zhejiang Province (2005C 13032, 2005C11001-05), and China-US Million Book Digital Library Project (www.cadal.zju.edu.cn ).
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References
Zhang, H.J., Zhong, D.: Schema for visual feature based image retrieval. In: Proceedings of Storage and Retrieval for Image and Video Database, USA, pp. 36–46 (1995)
Feng, H., Shi, R., Chua, T.S.: A bootstrapping framework for annotating and retrieving WWW images. In: Proc. of the ACM Int. Conf. on Multimedia, pp. 960–967 (2004)
He, X., Ma, W.Y., Zhang, H.J.: Learning an Image Manifold for Retrieval. In: ACM Multimedia Conference, New York (2004)
Jingrui, H., Mingjing, L., Hong-Jiang, Z., Hanghang, T., Changshui, Z.: Manifold-Ranking Based Image Retrieval. In: ACM Multimedia Conference, New York (2004)
Maddage, N.C., Xu., C., Kankanhalli, M.S., Shao, X.: Content-based Music Structure Analysis with Applications to Music Semantics Understanding. In: ACM Multimedia Conference, New York (2004)
Guo, G., Li, S.Z.: Content-based audio classification and retrieval by support vector machines. IEEE Transactions on Neural Networks 14(1), 209–215 (2003)
Wold, E., Blum, T., Keislar, D., Wheaton, J.: Content-based classification, search and retrieval of audio. IEEE Multimedia Mag. 3, 27–36 (1996)
Wu, M.Y., Chiu, C.Y., Chao, S.P., Yanga, S.N., Lin, H.C.: Content-Based Retrieval for Human Motion Data. In: 16th IPPR Conference on Computer Vision, Graphics and Image Processing (CVGIP 2003) (2003)
Müller, M., Röder, T., Clausen, M..: Efficient Content-Based Retrival of Motion Capture Data. In: Proceedings of ACM SIGGRAPH 2005 (2005)
Smoliar, S.W., Zhang, H.: Content based video indexing and retrieval, Multimedia. IEEE 1(2), 62–72 (1994)
Fan, J., Elmagarmid, A.K., Zhu, X., Aref, W.G., Wu., L.: ClassView: hierarchical video shot classification, indexing, and accessing, Multimedia. IEEE Transactions on 6(1), 70–86 (2004)
Fei, W., Yi, Y., Yueting, Z., Yunhe, P.: Understanding Multimedia Document Semantics for Cross-Media Retrieval. In: Ho, Y.-S., Kim, H.-J. (eds.) PCM 2005. LNCS, vol. 3767, pp. 993–1004. Springer, Heidelberg (2005)
Zhou, D., Bousquet, O., Lal, T.N., Weston, J., Schölkopf, B.: Learning with local and global consistency. In: 18th Annual Conf. on Neural Information Processing Systems, pp. 237–244 (2003)
Zhou, D., Bousquet, O., Lal, T.N., Weston, J., Schölkopf, B.: Ranking on data manifolds. In: 18th Annual Conf. on Neural Information Processing System, pp. 169–176 (2003)
Hanghang, T., Jingrui, H., Mingjing, L., Changshui Z., Wei-Ying, M.: Graph based multi-modality learning. In: Proc. ACM Multimedia Conference, Singapore (2005)
Shrager, J., Hogg, T., Huberman, B.A.: Observation of phase transitions in spreading activation networks. Science 236, 1092–1094 (1987)
Langville, A.N., Meyer, C.D.: Deeper Inside PageRank
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Zhuang, Y., Yang, Y. (2006). Boosting Cross-Media Retrieval by Learning with Positive and Negative Examples. In: Cham, TJ., Cai, J., Dorai, C., Rajan, D., Chua, TS., Chia, LT. (eds) Advances in Multimedia Modeling. MMM 2007. Lecture Notes in Computer Science, vol 4352. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-69429-8_17
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DOI: https://doi.org/10.1007/978-3-540-69429-8_17
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