Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Optimal multimodal fusion for multimedia data analysis
Proceedings of the 12th annual ACM international conference on Multimedia
Centroid-based summarization of multiple documents
Information Processing and Management: an International Journal
Automatic evaluation of summaries using N-gram co-occurrence statistics
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Tracking and summarizing news on a daily basis with Columbia's Newsblaster
HLT '02 Proceedings of the second international conference on Human Language Technology Research
Multi-document summarization using cluster-based link analysis
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
GA, MR, FFNN, PNN and GMM based models for automatic text summarization
Computer Speech and Language
Expert Systems with Applications: An International Journal
Topic models for image annotation and text illustration
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Efficient large-scale image annotation by probabilistic collaborative multi-label propagation
Proceedings of the international conference on Multimedia
A new approach to cross-modal multimedia retrieval
Proceedings of the international conference on Multimedia
A Statistical Approach for Automatic Text Summarization by Extraction
CSNT '11 Proceedings of the 2011 International Conference on Communication Systems and Network Technologies
Enriching textbooks with images
Proceedings of the 20th ACM international conference on Information and knowledge management
Personalizing automated image annotation using cross-entropy
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Discovering image-text associations for cross-media web information fusion
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
ImageHive: Interactive Content-Aware Image Summarization
IEEE Computer Graphics and Applications
Timeline generation through evolutionary trans-temporal summarization
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Proceedings of the 21st ACM international conference on Information and knowledge management
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Summarization methods such as timelines have greatly helped people to understand all kinds of news events within limited time. However, there are few studies probing into cross-media summarization, for example, generating timelines which contain both texts and images that can reinforce each other. In this paper, we tackle this important and challenging problem by proposing a novel solution. Specifically, we first reveal three requisite characteristics of an ideal image-text timeline. With the idea of recommendation, all these requisites will be modeled respectively, and fused compactly in a unified cross-media framework. Finally, we put all sentences and images into either the schema of referrer or the schema of recommended candidate, and the former recommends the latter. After changing their roles iteratively, we can achieve the optimal timelines which will significantly improve user experience and satisfaction. Experiments on real-world datasets show that the timelines generated by our framework outperform several competitive baselines.