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Text-based style transfer is a newly-emerging research topic that uses text information instead of style image to guide the transfer process, significantly extending the application scenario of style transfer. However, previous methods…

Computer Vision and Pattern Recognition · Computer Science 2023-01-27 Yunpeng Bai , Jiayue Liu , Chao Dong , Chun Yuan

This paper explores the possibilities of image style transfer applied to text maintaining the original transcriptions. Results on different text domains (scene text, machine printed text and handwritten text) and cross modal results…

Computer Vision and Pattern Recognition · Computer Science 2019-06-05 Raul Gomez , Ali Furkan Biten , Lluis Gomez , Jaume Gibert , Marçal Rusiñol , Dimosthenis Karatzas

We present a novel algorithm for transferring artistic styles of semantically meaningful local regions of an image onto local regions of a target video while preserving its photorealism. Local regions may be selected either fully…

Computer Vision and Pattern Recognition · Computer Science 2020-10-21 Xide Xia , Tianfan Xue , Wei-sheng Lai , Zheng Sun , Abby Chang , Brian Kulis , Jiawen Chen

Existing neural style transfer methods require reference style images to transfer texture information of style images to content images. However, in many practical situations, users may not have reference style images but still be…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Gihyun Kwon , Jong Chul Ye

Image style transfer occupies an important place in both computer graphics and computer vision. However, most current methods require reference to stylized images and cannot individually stylize specific objects. To overcome this…

Computer Vision and Pattern Recognition · Computer Science 2023-11-30 Junhao Chen , Peng Rong , Jingbo Sun , Chao Li , Xiang Li , Hongwu Lv

Style transfer enables the seamless integration of artistic styles from a style image into a content image, resulting in visually striking and aesthetically enriched outputs. Despite numerous advances in this field, existing methods did not…

Graphics · Computer Science 2025-02-21 Ye Wang , Tongyuan Bai , Xuping Xie , Zili Yi , Yilin Wang , Rui Ma

Image style transfer has attracted widespread attention in the past few years. Despite its remarkable results, it requires additional style images available as references, making it less flexible and inconvenient. Using text is the most…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Zhi-Song Liu , Li-Wen Wang , Wan-Chi Siu , Vicky Kalogeiton

Style transfer algorithms strive to render the content of one image using the style of another. We propose Style Transfer by Relaxed Optimal Transport and Self-Similarity (STROTSS), a new optimization-based style transfer algorithm. We…

Computer Vision and Pattern Recognition · Computer Science 2019-10-11 Nicholas Kolkin , Jason Salavon , Greg Shakhnarovich

Artistic style transfer is the problem of synthesizing an image with content similar to a given image and style similar to another. Although recent feed-forward neural networks can generate stylized images in real-time, these models produce…

Computer Vision and Pattern Recognition · Computer Science 2018-11-22 Mohammad Babaeizadeh , Golnaz Ghiasi

We introduce a new task, Contextual Text Style Transfer - translating a sentence into a desired style with its surrounding context taken into account. This brings two key challenges to existing style transfer approaches: ($i$) how to…

Computation and Language · Computer Science 2020-05-04 Yu Cheng , Zhe Gan , Yizhe Zhang , Oussama Elachqar , Dianqi Li , Jingjing Liu

Style transfer is the task of rephrasing the text to contain specific stylistic properties without changing the intent or affect within the context. This paper introduces a new method for automatic style transfer. We first learn a latent…

Computation and Language · Computer Science 2018-05-25 Shrimai Prabhumoye , Yulia Tsvetkov , Ruslan Salakhutdinov , Alan W Black

Text style transfer involves rewriting the content of a source sentence in a target style. Despite there being a number of style tasks with available data, there has been limited systematic discussion of how text style datasets relate to…

Computation and Language · Computer Science 2021-08-19 Stephanie Schoch , Wanyu Du , Yangfeng Ji

Text-driven style transfer aims to merge the style of a reference image with content described by a text prompt. Recent advancements in text-to-image models have improved the nuance of style transformations, yet significant challenges…

Computer Vision and Pattern Recognition · Computer Science 2025-03-28 Mingkun Lei , Xue Song , Beier Zhu , Hao Wang , Chi Zhang

Arbitrary style transfer is an important problem in computer vision that aims to transfer style patterns from an arbitrary style image to a given content image. However, current methods either rely on slow iterative optimization or fast…

Computer Vision and Pattern Recognition · Computer Science 2020-12-25 Suryabhan Singh Hada , Miguel Á. Carreira-Perpiñán

It is well known that textual data on the internet and other digital platforms contain significant levels of bias and stereotypes. Although many such texts contain stereotypes and biases that inherently exist in natural language for reasons…

Computation and Language · Computer Science 2022-01-24 Ewoenam Kwaku Tokpo , Toon Calders

Text style transfer aims to modify the style of a sentence while keeping its content unchanged. Recent style transfer systems often fail to faithfully preserve the content after changing the style. This paper proposes a structured content…

Computation and Language · Computer Science 2018-11-02 Youzhi Tian , Zhiting Hu , Zhou Yu

Style transfer is the task of transferring an attribute of a sentence (e.g., formality) while maintaining its semantic content. The key challenge in style transfer is to strike a balance between the competing goals, one to preserve meaning…

Computation and Language · Computer Science 2018-09-18 Shrimai Prabhumoye , Yulia Tsvetkov , Alan W Black , Ruslan Salakhutdinov

Text Style Transfer (TST) is a pivotal task in natural language generation to manipulate text style attributes while preserving style-independent content. The attributes targeted in TST can vary widely, including politeness, authorship,…

Computation and Language · Computer Science 2024-07-23 Sourabrata Mukherjee , Ondrej Dušek

The stylistic properties of text have intrigued computational linguistics researchers in recent years. Specifically, researchers have investigated the Text Style Transfer (TST) task, which aims to change the stylistic properties of the text…

Computation and Language · Computer Science 2023-01-03 Zhiqiang Hu , Roy Ka-Wei Lee , Charu C. Aggarwal , Aston Zhang

Style transfer is a problem of rendering a content image in the style of another style image. A natural and common practical task in applications of style transfer is to adjust the strength of stylization. Algorithm of Gatys et al. (2016)…

Computer Vision and Pattern Recognition · Computer Science 2019-04-19 Victor Kitov
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