The Journal of Machine Learning Research
The Journal of Machine Learning Research
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
Robust Real-Time Face Detection
International Journal of Computer Vision
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
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
Scalable Recognition with a Vocabulary Tree
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Introduction to the Practice of Statistics Minitab Manual and Minitab Version 14
Introduction to the Practice of Statistics Minitab Manual and Minitab Version 14
Dependency-Based Construction of Semantic Space Models
Computational Linguistics
Evaluating bag-of-visual-words representations in scene classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
Latent semantic fusion model for image retrieval and annotation
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Scene Classification Using a Hybrid Generative/Discriminative Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Introduction to Information Retrieval
Introduction to Information Retrieval
Late fusion of heterogeneous methods for multimedia image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Improving object detection with boosted histograms
Image and Vision Computing
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Efficient Subwindow Search: A Branch and Bound Framework for Object Localization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Word sense disambiguation with pictures
Artificial Intelligence - Special volume on connecting language to the world
The Pascal Visual Object Classes (VOC) Challenge
International Journal of Computer Vision
Evaluating Color Descriptors for Object and Scene Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Detection with Discriminatively Trained Part-Based Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
A new approach to cross-modal multimedia retrieval
Proceedings of the international conference on Multimedia
Automatic attribute discovery and characterization from noisy web data
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Every picture tells a story: generating sentences from images
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Text and image subject classifiers: dense works better
MM '11 Proceedings of the 19th ACM international conference on Multimedia
How we BLESSed distributional semantic evaluation
GEMS '11 Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics
Distributional semantics from text and images
GEMS '11 Proceedings of the GEMS 2011 Workshop on GEometrical Models of Natural Language Semantics
Baby talk: Understanding and generating simple image descriptions
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Real-Time Visual Concept Classification
IEEE Transactions on Multimedia
Segmentation as selective search for object recognition
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Distributional semantics in technicolor
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Exploiting DBpedia for web search results clustering
Proceedings of the 2013 workshop on Automated knowledge base construction
Knowledge-based graph document modeling
Proceedings of the 7th ACM international conference on Web search and data mining
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The current trend in image analysis and multimedia is to use information extracted from text and text processing techniques to help vision-related tasks, such as automated image annotation and generating semantically rich descriptions of images. In this work, we claim that image analysis techniques can "return the favor" to the text processing community and be successfully used for a general-purpose representation of word meaning. We provide evidence that simple low-level visual features can enrich the semantic representation of word meaning with information that cannot be extracted from text alone, leading to improvement in the core task of estimating degrees of semantic relatedness between words, as well as providing a new, perceptually-enhanced angle on word semantics. Additionally, we show how distinguishing between a concept and its context in images can improve the quality of the word meaning representations extracted from images.