Generating Images from Captions with Attention

November 09, 2015 ยท Declared Dead ยท ๐Ÿ› International Conference on Learning Representations

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Authors Elman Mansimov, Emilio Parisotto, Jimmy Lei Ba, Ruslan Salakhutdinov arXiv ID 1511.02793 Category cs.LG: Machine Learning Cross-listed cs.CV Citations 484 Venue International Conference on Learning Representations Last Checked 3 months ago
Abstract
Motivated by the recent progress in generative models, we introduce a model that generates images from natural language descriptions. The proposed model iteratively draws patches on a canvas, while attending to the relevant words in the description. After training on Microsoft COCO, we compare our model with several baseline generative models on image generation and retrieval tasks. We demonstrate that our model produces higher quality samples than other approaches and generates images with novel scene compositions corresponding to previously unseen captions in the dataset.
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