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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…

计算机视觉与模式识别 · 计算机科学 2020-12-25 Suryabhan Singh Hada , Miguel Á. Carreira-Perpiñán

Artistic style transfer is an image synthesis problem where the content of an image is reproduced with the style of another. Recent works show that a visually appealing style transfer can be achieved by using the hidden activations of a…

计算机视觉与模式识别 · 计算机科学 2016-12-14 Tian Qi Chen , Mark Schmidt

Language style transferring rephrases text with specific stylistic attributes while preserving the original attribute-independent content. One main challenge in learning a style transfer system is a lack of parallel data where the source…

计算与语言 · 计算机科学 2018-08-27 Zhirui Zhang , Shuo Ren , Shujie Liu , Jianyong Wang , Peng Chen , Mu Li , Ming Zhou , Enhong Chen

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…

计算机视觉与模式识别 · 计算机科学 2024-12-09 Zhi-Song Liu , Li-Wen Wang , Jun Xiao , Vicky Kalogeiton

We present StyleMamba, an efficient image style transfer framework that translates text prompts into corresponding visual styles while preserving the content integrity of the original images. Existing text-guided stylization requires…

计算机视觉与模式识别 · 计算机科学 2024-05-09 Zijia Wang , Zhi-Song Liu

Text style transfer without parallel data has achieved some practical success. However, in the scenario where less data is available, these methods may yield poor performance. In this paper, we examine domain adaptation for text style…

计算与语言 · 计算机科学 2019-08-27 Dianqi Li , Yizhe Zhang , Zhe Gan , Yu Cheng , Chris Brockett , Ming-Ting Sun , Bill Dolan

Photorealistic style transfer aims to transfer the artistic style of an image onto an input image or video while keeping photorealism. In this paper, we think it's the summary statistics matching scheme in existing algorithms that leads to…

计算机视觉与模式识别 · 计算机科学 2022-12-22 Xiaowen Qiu , Ruize Xu , Boan He , Yingtao Zhang , Wenqiang Zhang , Weifeng Ge

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…

计算机视觉与模式识别 · 计算机科学 2018-11-22 Mohammad Babaeizadeh , Golnaz Ghiasi

Style transfer is an important problem in natural language processing (NLP). However, the progress in language style transfer is lagged behind other domains, such as computer vision, mainly because of the lack of parallel data and principle…

计算与语言 · 计算机科学 2017-11-28 Zhenxin Fu , Xiaoye Tan , Nanyun Peng , Dongyan Zhao , Rui Yan

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…

计算机视觉与模式识别 · 计算机科学 2022-03-22 Gihyun Kwon , Jong Chul Ye

Exemplar-based colourisation aims to add plausible colours to a grayscale image using the guidance of a colour reference image. Most of the existing methods tackle the task as a style transfer problem, using a convolutional neural network…

图像与视频处理 · 电气工程与系统科学 2021-05-06 Marc Gorriz Blanch , Issa Khalifeh , Alan Smeaton , Noel O'Connor , Marta Mrak

Style transfer has been widely applied to give real-world images a new artistic look. However, given a stylized image, the attempts to use typical style transfer methods for de-stylization or transferring it again into another style usually…

计算机视觉与模式识别 · 计算机科学 2020-01-10 Hung-Yu Chen , I-Sheng Fang , Wei-Chen Chiu

We present StyleBlit---an efficient example-based style transfer algorithm that can deliver high-quality stylized renderings in real-time on a single-core CPU. Our technique is especially suitable for style transfer applications that use…

图形学 · 计算机科学 2018-07-10 Daniel Sýkora , Ondřej Jamriška , Jingwan Lu , Eli Shechtman

While text style transfer has many applications across natural language processing, the core premise of transferring from a single source style is unrealistic in a real-world setting. In this work, we focus on arbitrary style transfer:…

计算与语言 · 计算机科学 2023-11-14 Skyler Hallinan , Faeze Brahman , Ximing Lu , Jaehun Jung , Sean Welleck , Yejin Choi

A neural artistic style transformation (NST) model can modify the appearance of a simple image by adding the style of a famous image. Even though the transformed images do not look precisely like artworks by the same artist of the…

计算机视觉与模式识别 · 计算机科学 2023-02-09 P. N. Deelaka

Text-conditioned style transfer enables users to communicate their desired artistic styles through text descriptions, offering a new and expressive means of achieving stylization. In this work, we evaluate the text-conditioned image editing…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Silky Singh , Surgan Jandial , Simra Shahid , Abhinav Java

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…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Zhi-Song Liu , Li-Wen Wang , Wan-Chi Siu , Vicky Kalogeiton

This paper focuses on style transfer on the basis of non-parallel text. This is an instance of a broad family of problems including machine translation, decipherment, and sentiment modification. The key challenge is to separate the content…

计算与语言 · 计算机科学 2017-11-07 Tianxiao Shen , Tao Lei , Regina Barzilay , Tommi Jaakkola

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…

计算机视觉与模式识别 · 计算机科学 2019-10-11 Nicholas Kolkin , Jason Salavon , Greg Shakhnarovich

Style transfer aims to rewrite a source text in a different target style while preserving its content. We propose a novel approach to this task that leverages generic resources, and without using any task-specific parallel (source-target)…

计算与语言 · 计算机科学 2021-09-13 Huiyuan Lai , Antonio Toral , Malvina Nissim
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