CNLS '89 Proceedings of the ninth annual international conference of the Center for Nonlinear Studies on Self-organizing, Collective, and Cooperative Phenomena in Natural and Artificial Computing Networks on Emergent computation
Unsupervised learning by probabilistic latent semantic analysis
Machine Learning
Placing search in context: the concept revisited
ACM Transactions on Information Systems (TOIS)
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Labeling images with a computer game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
The Pyramid Match Kernel: Discriminative Classification with Sets of Image Features
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Criterion functions for document clustering
Criterion functions for document clustering
Scalable Recognition with a Vocabulary Tree
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Evaluating bag-of-visual-words representations in scene classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
A study on similarity and relatedness using distributional and WordNet-based approaches
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Visual information in semantic representation
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
From frequency to meaning: vector space models of semantics
Journal of Artificial Intelligence Research
Computer Vision: Algorithms and Applications
Computer Vision: Algorithms and Applications
Distributional memory: A general framework for corpus-based semantics
Computational Linguistics
Automatic analysis of multimodal requirements: a research preview
REFSQ'12 Proceedings of the 18th international conference on Requirements Engineering: foundation for software quality
Distributional semantics in technicolor
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Grounded models of semantic representation
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Proceedings of the 20th ACM international conference on Multimedia
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We present a distributional semantic model combining text- and image-based features. We evaluate this multimodal semantic model on simulating similarity judgments, concept clustering and the BLESS benchmark. When integrated with the same core text-based model, image-based features are at least as good as further text-based features, and they capture different qualitative aspects of the tasks, suggesting that the two sources of information are complementary.