Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Intentions in the coordinated generation of graphics and text from tabular data
Knowledge and Information Systems
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
International Journal of Computer Vision
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
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Describing complex charts in natural language: a caption generation system
Computational Linguistics - Special issue on natural language generation
Labeling images with a computer game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A new probabilistic model for title generation
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Accurate unlexicalized parsing
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Headline generation based on statistical translation
ACL '00 Proceedings of the 38th Annual Meeting on Association for Computational Linguistics
Hedge Trimmer: a parse-and-trim approach to headline generation
HLT-NAACL-DUC '03 Proceedings of the HLT-NAACL 03 on Text summarization workshop - Volume 5
Modeling Semantic Aspects for Cross-Media Image Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognition and Textual Description of Human Activities by Mobile Robot
ICICIC '08 Proceedings of the 2008 3rd International Conference on Innovative Computing Information and Control
A probabilistic framework for recognizing intention in information graphics
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
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
Coordinating text and graphics in explanation generation
AAAI'90 Proceedings of the eighth National conference on Artificial intelligence - Volume 1
Multiple Bernoulli relevance models for image and video annotation
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
ICCHP'06 Proceedings of the 10th international conference on Computers Helping People with Special Needs
Image classification for content-based indexing
IEEE Transactions on Image Processing
Title generation with quasi-synchronous grammar
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
Simultaneous joint and conditional modeling of documents tagged from two perspectives
Proceedings of the 20th ACM international conference on Information and knowledge management
Apples to oranges: evaluating image annotations from natural language processing systems
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
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
Proceedings of the 21st ACM international conference on Information and knowledge management
A picture paints a thousand words: a method of generating image-text timelines
Proceedings of the 21st ACM international conference on Information and knowledge management
From image annotation to image description
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Framing image description as a ranking task: data, models and evaluation metrics
Journal of Artificial Intelligence Research
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In this paper we tackle the problem of automatic caption generation for news images. Our approach leverages the vast resource of pictures available on the web and the fact that many of them are captioned. Inspired by recent work in summarization, we propose extractive and abstractive caption generation models. They both operate over the output of a probabilistic image annotation model that pre-processes the pictures and suggests keywords to describe their content. Experimental results show that an abstractive model defined over phrases is superior to extractive methods.