A survey of methods of text-to-image translation

Konarieva, I.; Pydorenko, D.; Turuta, O.

Публікація:
A survey of methods of text-to-image translation

dc.contributor.author	Konarieva, I.
dc.contributor.author	Pydorenko, D.
dc.contributor.author	Turuta, O.
dc.date.accessioned	2021-11-28T15:26:17Z
dc.date.available	2021-11-28T15:26:17Z
dc.date.issued	2019
dc.description.abstract	The given work considers the existing methods of text compression (finding keywords or creating summary) using RAKE, Lex Rank, Luhn, LSA, Text Rank algorithms; image generation; text-to-image and image-to-image translation including GANs (generative adversarial networks). Different types of GANs were described such as StyleGAN, GauGAN, Pix2Pix, CycleGAN, BigGAN, AttnGAN. This work aims to show ways to create illustrations for the text. First, key information should be obtained from the text. Second, this key information should be transformed into images. There were proposed several ways to transform keywords to images: generating images or selecting them from a dataset with further transforming like generating new images based on selected ow combining selected images e.g. with applying style from one image to another. Based on results, possibilities for further improving the quality of image generation were also planned: combining image generation with selecting images from a dataset, limiting topics of image generation.	uk_UA
dc.identifier.citation	Konarieva I. A survey of methods of text-to-image translation / Konarieva I., Pydorenko D., Turuta O. // Бионика интеллекта : научно-технический журнал. – 2019. – № 2 (93). – С. 64–68.	uk_UA
dc.identifier.uri	https://openarchive.nure.ua/handle/document/18430
dc.language.iso	en	uk_UA
dc.publisher	ХНУРЕ	uk_UA
dc.subject	Image generation	uk_UA
dc.subject	Text keywords	uk_UA
dc.subject	Image-to-image translation	uk_UA
dc.subject	Text-to-image translation	uk_UA
dc.subject	Text compression	uk_UA
dc.title	A survey of methods of text-to-image translation	uk_UA
dc.type	Article	uk_UA
dspace.entity.type	Publication