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相关论文: Photorealistic Style Transfer for Videos

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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)…

计算机视觉与模式识别 · 计算机科学 2022-07-20 Shiguang Liu

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

This paper introduces a deep-learning approach to photographic style transfer that handles a large variety of image content while faithfully transferring the reference style. Our approach builds upon the recent work on painterly transfer…

计算机视觉与模式识别 · 计算机科学 2017-04-12 Fujun Luan , Sylvain Paris , Eli Shechtman , Kavita Bala

The rapid advancement of deep learning has significantly boomed the development of photorealistic style transfer. In this review, we reviewed the development of photorealistic style transfer starting from artistic style transfer and the…

计算机视觉与模式识别 · 计算机科学 2022-04-12 Chenggui Sun , Li Bin Song

Photorealistic style transfer is the task of transferring the artistic style of an image onto a content target, producing a result that is plausibly taken with a camera. Recent approaches, based on deep neural networks, produce impressive…

计算机视觉与模式识别 · 计算机科学 2020-04-28 Xide Xia , Meng Zhang , Tianfan Xue , Zheng Sun , Hui Fang , Brian Kulis , Jiawen Chen

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…

计算机视觉与模式识别 · 计算机科学 2020-10-21 Xide Xia , Tianfan Xue , Wei-sheng Lai , Zheng Sun , Abby Chang , Brian Kulis , Jiawen Chen

In this work we propose a photorealistic style transfer method for image and video that is based on vision science principles and on a recent mathematical formulation for the deterministic decoupling of sample statistics. The novel aspects…

图像与视频处理 · 电气工程与系统科学 2023-04-11 Trevor D. Canham , Adrián Martín , Marcelo Bertalmío , Javier Portilla

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

Photorealistic style transfer is the task of synthesizing a realistic-looking image when adapting the content from one image to appear in the style of another image. Modern models commonly embed a transformation that fuses features…

计算机视觉与模式识别 · 计算机科学 2022-10-13 Tai-Yin Chiu , Danna Gurari

Video color style transfer aims to transform the color style of an original video by using a reference style image. Most existing methods employ neural networks, which come with challenges like opaque transfer processes and limited user…

计算机视觉与模式识别 · 计算机科学 2024-11-04 Xintao Jiang , Yaosen Chen , Siqin Zhang , Wei Wang , Xuming Wen

Style-transfer is a process of migrating a style from a given image to the content of another, synthesizing a new image which is an artistic mixture of the two. Recent work on this problem adopting Convolutional Neural-networks (CNN)…

计算机视觉与模式识别 · 计算机科学 2017-04-26 Michael Elad , Peyman Milanfar

Computer Vision-based Style Transfer techniques have been used for many years to represent artistic style. However, most contemporary methods have been restricted to the pixel domain; in other words, the style transfer approach has been…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Uma Meleti , Siyu Huang

Photorealistic image stylization concerns transferring style of a reference photo to a content photo with the constraint that the stylized photo should remain photorealistic. While several photorealistic image stylization methods exist,…

计算机视觉与模式识别 · 计算机科学 2018-07-30 Yijun Li , Ming-Yu Liu , Xueting Li , Ming-Hsuan Yang , Jan Kautz

Photorealistic style transfer aims to transfer the style of one image to another, but preserves the original structure and detail outline of the content image, which makes the content image still look like a real shot after the style…

计算机视觉与模式识别 · 计算机科学 2019-04-29 Ming Li , Chunyang Ye , Wei Li

In the past, manually re-drawing an image in a certain artistic style required a professional artist and a long time. Doing this for a video sequence single-handed was beyond imagination. Nowadays computers provide new possibilities. We…

计算机视觉与模式识别 · 计算机科学 2016-10-21 Manuel Ruder , Alexey Dosovitskiy , Thomas Brox

With the development of generative technologies in deep learning, a large number of image-to-image translation and style transfer models have emerged at an explosive rate in recent years. These two technologies have made significant…

计算机视觉与模式识别 · 计算机科学 2024-08-13 Xiaoming Yu , Jie Tian , Zhenhua Hu

We propose a new technique for visual attribute transfer across images that may have very different appearance but have perceptually similar semantic structure. By visual attribute transfer, we mean transfer of visual information (such as…

计算机视觉与模式识别 · 计算机科学 2017-06-07 Jing Liao , Yuan Yao , Lu Yuan , Gang Hua , Sing Bing Kang

Manually re-drawing an image in a certain artistic style takes a professional artist a long time. Doing this for a video sequence single-handedly is beyond imagination. We present two computational approaches that transfer the style from…

计算机视觉与模式识别 · 计算机科学 2018-08-07 Manuel Ruder , Alexey Dosovitskiy , Thomas Brox

This note presents an extension to the neural artistic style transfer algorithm (Gatys et al.). The original algorithm transforms an image to have the style of another given image. For example, a photograph can be transformed to have the…

计算机视觉与模式识别 · 计算机科学 2016-06-21 Leon A. Gatys , Matthias Bethge , Aaron Hertzmann , Eli Shechtman

Universal style transfer is an image editing task that renders an input content image using the visual style of arbitrary reference images, including both artistic and photorealistic stylization. Given a pair of images as the source of…

计算机视觉与模式识别 · 计算机科学 2019-07-09 Jie An , Haoyi Xiong , Jiebo Luo , Jun Huan , Jinwen Ma
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