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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

Architectural photography is a genre of photography that focuses on capturing a building or structure in the foreground with dramatic lighting in the background. Inspired by recent successes in image-to-image translation methods, we aim to…

Computer Vision and Pattern Recognition · Computer Science 2022-10-31 Yingshu Chen , Tuan-Anh Vu , Ka-Chun Shum , Binh-Son Hua , Sai-Kit Yeung

Image or video appearance features (e.g., color, texture, tone, illumination, and so on) reflect one's visual perception and direct impression of an image or video. Given a source image (video) and a target image (video), the image (video)…

Computer Vision and Pattern Recognition · Computer Science 2022-07-20 Shiguang Liu

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…

Computer Vision and Pattern Recognition · Computer Science 2020-01-10 Hung-Yu Chen , I-Sheng Fang , Wei-Chen Chiu

Arbitrary Style Transfer is a technique used to produce a new image from two images: a content image, and a style image. The newly produced image is unseen and is generated from the algorithm itself. Balancing the structure and style…

Computer Vision and Pattern Recognition · Computer Science 2022-12-23 Weiting Li , Rahul Vyas , Ramya Sree Penta

Despite the success of style transfer in image processing, it has seen limited progress in natural language generation. Part of the problem is that content is not as easily decoupled from style in the text domain. Curiously, in the field of…

Computation and Language · Computer Science 2019-11-11 Katy Gero , Chris Kedzie , Jonathan Reeve , Lydia Chilton

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…

Computer Vision and Pattern Recognition · Computer Science 2016-12-14 Tian Qi Chen , Mark Schmidt

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

Neural style transfer, allowing to apply the artistic style of one image to another, has become one of the most widely showcased computer vision applications shortly after its introduction. In contrast, related tasks in the music audio…

Sound · Computer Science 2021-06-11 Ondřej Cífka , Alexey Ozerov , Umut Şimşekli , Gaël Richard

We present interactive painting processes in which a painter and various neural style transfer algorithms interact on a real canvas. Understanding what these algorithms' outputs achieve is then paramount to describe the creative agency in…

Human-Computer Interaction · Computer Science 2020-03-17 Thomas Kerdreux , Louis Thiry , Erwan Kerdreux

The subjective evaluation of music generation techniques has been mostly done with questionnaire-based listening tests while ignoring the perspectives from music composition, arrangement, and soundtrack editing. In this paper, we propose an…

Sound · Computer Science 2021-10-26 Wei-Tsung Lu , Meng-Hsuan Wu , Yuh-Ming Chiu , Li Su

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

Arbitrary style transfer is the task of synthesis of an image that has never been seen before, using two given images: content image and style image. The content image forms the structure, the basic geometric lines and shapes of the…

Computer Vision and Pattern Recognition · Computer Science 2020-02-19 S. A. Berezin , V. M. Volkova

Gatys et al. recently introduced a neural algorithm that renders a content image in the style of another image, achieving so-called style transfer. However, their framework requires a slow iterative optimization process, which limits its…

Computer Vision and Pattern Recognition · Computer Science 2017-08-01 Xun Huang , Serge Belongie

Image style transfer aims to manipulate the appearance of a source image, or "content" image, to share similar texture and colors of a target "style" image. Ideally, the style transfer manipulation should also preserve the semantic content…

Computer Vision and Pattern Recognition · Computer Science 2021-09-07 Mahmoud Afifi , Abdullah Abuolaim , Mostafa Hussien , Marcus A. Brubaker , Michael S. Brown

Throughout history, humans have created remarkable works of art, but artificial intelligence has only recently started to make strides in generating visually compelling art. Breakthroughs in the past few years have focused on using…

Computer Vision and Pattern Recognition · Computer Science 2025-01-17 Kapil Kashyap , Mehak Garg , Sean Fargose , Sindhu Nair

This study investigates how artificial intelligence (AI) recognizes style through style transfer-an AI technique that generates a new image by applying the style of one image to another. Despite the considerable interest that style transfer…

Graphics · Computer Science 2025-04-22 Yunha Yeo , Daeho Um

Neural Style Transfer is a striking, recently-developed technique that uses neural networks to artistically redraw an image in the style of a source style image. This paper explores the use of this technique in a production setting,…

Computer Vision and Pattern Recognition · Computer Science 2017-01-19 Bhautik Joshi , Kristen Stewart , David Shapiro

Texture synthesis techniques based on matching the Gram matrix of feature activations in neural networks have achieved spectacular success in the image domain. In this paper we extend these techniques to the audio domain. We demonstrate…

Sound · Computer Science 2018-06-22 Joseph Antognini , Matt Hoffman , Ron J. Weiss

Artistic style transfer, a captivating application of generative artificial intelligence, involves fusing the content of one image with the artistic style of another to create unique visual compositions. This paper presents a comprehensive…

Computer Vision and Pattern Recognition · Computer Science 2023-10-31 Jonayet Miah , Duc M Cao , Md Abu Sayed , Md. Sabbirul Haque