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Style transfer aims to render a content image with the visual characteristics of a reference style while preserving its underlying semantic layout and structural geometry. While recent diffusion-based models demonstrate strong stylization…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Dongkyung Kang , Jaeyeon Hwang , Junseo Park , Minji Kang , Yeryeong Lee , Beomseok Ko , Hanyoung Roh , Jeongmin Shin , Hyeryung Jang

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

This paper presents an automatic image synthesis method to transfer the style of an example image to a content image. When standard neural style transfer approaches are used, the textures and colours in different semantic regions of the…

计算机视觉与模式识别 · 计算机科学 2017-09-01 Huihuang Zhao , Paul L. Rosin , Yu-Kun Lai

Universal style transfer retains styles from reference images in content images. While existing methods have achieved state-of-the-art style transfer performance, they are not aware of the content leak phenomenon that the image content may…

计算机视觉与模式识别 · 计算机科学 2021-04-12 Jie An , Siyu Huang , Yibing Song , Dejing Dou , Wei Liu , Jiebo Luo

With the development of the convolutional neural network, image style transfer has drawn increasing attention. However, most existing approaches adopt a global feature transformation to transfer style patterns into content images (e.g.,…

计算机视觉与模式识别 · 计算机科学 2022-10-12 Jianbo Wang , Huan Yang , Jianlong Fu , Toshihiko Yamasaki , Baining Guo

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

We make the distinction between (i) style transfer, in which a source image is manipulated to match the textures and colors of a target image, and (ii) essence transfer, in which one edits the source image to include high-level semantic…

计算机视觉与模式识别 · 计算机科学 2022-10-12 Hila Chefer , Sagie Benaim , Roni Paiss , Lior Wolf

Photorealism is a complex concept that cannot easily be formulated mathematically. Deep Photo Style Transfer is an attempt to transfer the style of a reference image to a content image while preserving its photorealism. This is achieved by…

计算机视觉与模式识别 · 计算机科学 2019-01-15 Sebastian Penhouët , Paul Sanzenbacher

Neural style transfer (NST) can create impressive artworks by transferring reference style to content image. Current image-to-image NST methods are short of fine-grained controls, which are often demanded by artistic editing. To mitigate…

计算机视觉与模式识别 · 计算机科学 2022-03-28 Zheng Lin , Zhao Zhang , Kang-Rui Zhang , Bo Ren , Ming-Ming Cheng

Neural style transfer (NST) is a deep learning technique that produces an unprecedentedly rich style transfer from a style image to a content image. It is particularly impressive when it comes to transferring style from a painting to an…

计算机视觉与模式识别 · 计算机科学 2024-06-27 Bruno Galerne , Lara Raad , José Lezama , Jean-Michel Morel

Deep neural networks are vulnerable to adversarial examples crafted by applying human-imperceptible perturbations on clean inputs. Although many attack methods can achieve high success rates in the white-box setting, they also exhibit weak…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Zhijin Ge , Fanhua Shang , Hongying Liu , Yuanyuan Liu , Liang Wan , Wei Feng , Xiaosen Wang

We present a new dataset with the goal of advancing image style transfer - the task of rendering one image in the style of another image. The dataset covers various content and style images of different size and contains 10.000 stylizations…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Victor Kitov , Valentin Abramov , Mikhail Akhtyrchenko

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)…

计算机视觉与模式识别 · 计算机科学 2019-04-19 Victor Kitov

We tackle the problem of semantic image layout manipulation, which aims to manipulate an input image by editing its semantic label map. A core problem of this task is how to transfer visual details from the input images to the new semantic…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Haitian Zheng , Zhe Lin , Jingwan Lu , Scott Cohen , Jianming Zhang , Ning Xu , Jiebo Luo

Style transfer is the task of reproducing the semantic contents of a source image in the artistic style of a second target image. In this paper, we present NeAT, a new state-of-the art feed-forward style transfer method. We re-formulate…

计算机视觉与模式识别 · 计算机科学 2023-04-12 Dan Ruta , Andrew Gilbert , John Collomosse , Eli Shechtman , Nicholas Kolkin

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…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Junhao Chen , Peng Rong , Jingbo Sun , Chao Li , Xiang Li , Hongwu Lv

Recent studies have shown remarkable success in universal style transfer which transfers arbitrary visual styles to content images. However, existing approaches suffer from the aesthetic-unrealistic problem that introduces disharmonious…

计算机视觉与模式识别 · 计算机科学 2022-08-30 Zhizhong Wang , Zhanjie Zhang , Lei Zhao , Zhiwen Zuo , Ailin Li , Wei Xing , Dongming Lu

Regional facial image synthesis conditioned on semantic mask has achieved great success using generative adversarial networks. However, the appearance of different regions may be inconsistent with each other when conducting regional image…

多媒体 · 计算机科学 2021-04-30 Cong Wang , Fan Tang , Yong Zhang , Weiming Dong , Tieru Wu

An assumption widely used in recent neural style transfer methods is that image styles can be described by global statics of deep features like Gram or covariance matrices. Alternative approaches have represented styles by decomposing them…

计算机视觉与模式识别 · 计算机科学 2020-01-08 Yulun Zhang , Chen Fang , Yilin Wang , Zhaowen Wang , Zhe Lin , Yun Fu , Jimei Yang

Digital audio effects are widely used by audio engineers to alter the acoustic and temporal qualities of audio data. However, these effects can have a large number of parameters which can make them difficult to learn for beginners and…

机器学习 · 计算机科学 2023-10-02 Kieran Grant