Composing simple image descriptions using web-scale n-grams
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Understanding web images by object relation network
Proceedings of the 21st international conference on World Wide Web
Midge: generating image descriptions from computer vision detections
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
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
Distributional semantics in technicolor
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Collective generation of natural image descriptions
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Midge: generating descriptions of images
INLG '12 Proceedings of the Seventh International Natural Language Generation Conference
Efficient image annotation for automatic sentence generation
Proceedings of the 20th ACM international conference on Multimedia
Proceedings of the 20th ACM international conference on Multimedia
Describing clothing by semantic attributes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Augmented attribute representations
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Image retrieval with structured object queries using latent ranking SVM
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
From image annotation to image description
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Image ranking via attribute boosted hypergraph
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Unsupervised language learning for discovered visual concepts
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
Automatic image description by using word-level features
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Framing image description as a ranking task: data, models and evaluation metrics
Journal of Artificial Intelligence Research
A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
International Journal of Computer Vision
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We posit that visually descriptive language offers computer vision researchers both information about the world, and information about how people describe the world. The potential benefit from this source is made more significant due to the enormous amount of language data easily available today. We present a system to automatically generate natural language descriptions from images that exploits both statistics gleaned from parsing large quantities of text data and recognition algorithms from computer vision. The system is very effective at producing relevant sentences for images. It also generates descriptions that are notably more true to the specific image content than previous work.