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基于特征子空间学习的跨媒体检索方法*

, PP. 739-745

Keywords: 跨媒体检索,特征异构,聚类优化,主动学习

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Abstract:

学习不同模态的多媒体数据在底层特征上的潜在关系,在降维得到的特征子空间中通过基于相似度传递的优化算法对图像和音频的聚类质量进行修正.相关反馈过程中设计了3种主动学习策略用以计算用户标注样本周围未标注样本的条件概率,从而在反馈样本有限的情况下提高跨媒体检索效率.实验结果表明该方法准确度量跨媒体的相关性,有效实现图像和音频数据之间的相互检索.

References

[1]  McGurk H, MacDonald J. Hearing Lips and Seeing Voices. Nature, 1976, 264(5588): 746-748
[2]  Calvert A. Cross-Modal Processing in the Human Brain: Insights from Functional Neuron Imaging Studies. Cerebral Cortex, 2001, 11(12): 1120-1123
[3]  Zhang Hong, Weng Jianguang. Measuring Multi-Modality Similarities via Subspace Learning for Cross-Media Retrieval // Proc of the 7th Pacific-Rim Conference on Multimedia. Hangzhou, China, 2006: 979-988
[4]  Wu Fei, Zhang Hong, Zhuang Yueting. Learning Semantic Correlations for Cross-Media Retrieval // Proc of the 13th IEEE International Conference on Image Processing. Atlanta, USA, 2006: 1465-1468
[5]  Li Mingkun, Li Dongge, Dimitrova N, et al. Audio-Visual Talking Face Detection // Proc of the International Conference on Multimedia and Expo. Baltimore, USA, 2003: 473-476
[6]  Zhuang Yueting, Yang Yi, Wu Fei. Mining Semantic Correlation of Heterogeneous Multimedia Data for Cross-Media Retrieval. IEEE Trans on Multimedia, 2008, 10(2): 221-229
[7]  Yang Yi, Zhuang Yueting, Wu Fei, et al. Harmonizing Hierarchical Manifolds for Multimedia Document Semantics Understanding and Cross-Media Retrieval. IEEE Trans on Multimedia, 2008, 10(3): 437-446
[8]  Naphade M R, Chang E, Smith J R. ICME 2003 Tutorial: Multimedia Semantics and Machine Learning [EB/OL]. [2003-07-06]. https: //www.securecms.com/icme2003/tutorialInfo.asp?Tutorial ID=1
[9]  Guo Guodong, Li S Z. Content-Based Audio Classification and Retrieval by Support Vector Machines. IEEE Trans on Neural Networks, 2003, 14(1): 209-215
[10]  Zhao Rong, Grosky W I. Negotiating the Semantic Gap: From Feature Maps to Semantic Landscapes. Pattern Recognition, 2002, 35(3): 593-600
[11]  Adams W H, Iyengar G, Lin C Y, et al. Semantic Indexing of Multimedia Content Using Visual, Audio and Text Cues. EURASIP Journal on Applied Signal Processing, 2003, 2: 170-185
[12]  Ma Qiang, Nadamoto A, Tanaka K. Complementary Information Retrieval for Cross-Media News Content. Information Systems, 2006, 31(7): 659-678
[13]  Craig D H, Sandor S, Szedmak S, et al. A Correlation Approach for Automatic Image Annotation // Proc of the 2nd International Conference on Advanced Data Mining and Applications. Xi'an, China, 2006: 681-692
[14]  Hardoon D R, Shawe-Taylor J. KCCA for Different Level Precision in Content-Based Image Retrieval // Proc of the 3rd International Workshop on Content-Based Multimedia Indexing. Rennes, France, 2003: 22-24
[15]  Wang Xinjing, Ma Weiying, Xue Guirong, et al. Multi-Model Similarity Propagation and Its Application for Web Image Retrieval // Proc of the 12th Annual ACM International Conference on Multimedia. New York, USA, 2004: 944-951
[16]  Zhao Rong, Grosky W I. Narrowing the Semantic Gap: Improved Text-Based Web Document Retrieval Using Visual Features. IEEE Trans on Multimedia, 2002, 4(2):189-200

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