arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1511.02793cs.LGcs.CV

Generating Images from Captions with Attention

University of Toronto(多伦多大学)

Elman Mansimov, Emilio Parisotto, Jimmy Lei Ba, Ruslan Salakhutdinov

英文摘要:

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.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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