A general language model for information retrieval
Proceedings of the eighth international conference on Information and knowledge management
Name-It: Naming and Detecting Faces in News Videos
IEEE MultiMedia
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
The Journal of Machine Learning Research
Automatic acquisition of domain knowledge for Information Extraction
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 2
Automatic pattern acquisition for Japanese information extraction
HLT '01 Proceedings of the first international conference on Human language technology research
Dependency tree kernels for relation extraction
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
A semantic approach to IE pattern induction
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
A shortest path dependency kernel for relation extraction
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Automatic image captioning from the web for GPS photographs
Proceedings of the international conference on Multimedia information retrieval
Multi-document summarization using A* search and discriminative training
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Composing simple image descriptions using web-scale n-grams
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
Text summarisation in progress: a literature review
Artificial Intelligence Review
Investigating summarization techniques for geo-tagged image indexing
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Collective generation of natural image descriptions
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Efficient image annotation for automatic sentence generation
Proceedings of the 20th ACM international conference on Multimedia
From image annotation to image description
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
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This paper presents a novel approach to automatic captioning of geo-tagged images by summarizing multiple web-documents that contain information related to an image's location. The summarizer is biased by dependency pattern models towards sentences which contain features typically provided for different scene types such as those of churches, bridges, etc. Our results show that summaries biased by dependency pattern models lead to significantly higher ROUGE scores than both n-gram language models reported in previous work and also Wikipedia baseline summaries. Summaries generated using dependency patterns also lead to more readable summaries than those generated without dependency patterns.