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Deep neural networks have emerged as a powerful technique for learning representations from user-item interaction data in collaborative filtering (CF) for recommender systems. However, many existing methods heavily rely on unique user and…

信息检索 · 计算机科学 2025-10-21 Xubin Ren , Chao Huang

This paper studies the challenging task of makeup transfer, which aims to apply diverse makeup styles precisely and naturally to a given facial image. Due to the absence of paired data, current methods typically synthesize sub-optimal…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Zhaoyang Sun , Shengwu Xiong , Yaxiong Chen , Fei Du , Weihua Chen , Fan Wang , Yi Rong

The use of beauty filters on social media, which enhance the appearance of individuals in images, is a well-researched area, with existing methods proving to be highly effective. Traditionally, such enhancements are performed using…

计算机视觉与模式识别 · 计算机科学 2025-01-03 Erik Nguyen , Spencer Htin

The goal of face attribute editing is altering a facial image according to given target attributes such as hair color, mustache, gender, etc. It belongs to the image-to-image domain transfer problem with a set of attributes considered as a…

计算机视觉与模式识别 · 计算机科学 2020-11-25 Jeong-gi Kwak , David K. Han , Hanseok Ko

Recent style transfer models have provided promising artistic results. However, given a photograph as a reference style, existing methods are limited by spatial distortions or unrealistic artifacts, which should not happen in real…

计算机视觉与模式识别 · 计算机科学 2019-10-01 Jaejun Yoo , Youngjung Uh , Sanghyuk Chun , Byeongkyu Kang , Jung-Woo Ha

We propose an efficient framework, called Simple Swap (SimSwap), aiming for generalized and high fidelity face swapping. In contrast to previous approaches that either lack the ability to generalize to arbitrary identity or fail to preserve…

计算机视觉与模式识别 · 计算机科学 2021-06-14 Renwang Chen , Xuanhong Chen , Bingbing Ni , Yanhao Ge

Facial Beauty Prediction (FBP) is a challenging computer vision task due to its subjective nature and the subtle, holistic features that influence human perception. Prevailing methods, often based on deep convolutional networks or standard…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Djamel Eddine Boukhari , Ali chemsa

Existing face-swapping methods often deliver competitive results in constrained settings but exhibit substantial quality degradation when handling extreme facial poses. To improve facial pose robustness, explicit geometric features are…

计算机视觉与模式识别 · 计算机科学 2026-01-26 Jongmin Yu , Hyeontaek Oh , Zhongtian Sun , Angelica I Aviles-Rivero , Moongu Jeon , Jinhong Yang

Image-based fashion design with AI techniques has attracted increasing attention in recent years. We focus on a new fashion design task, where we aim to transfer a reference appearance image onto a clothing image while preserving the…

计算机视觉与模式识别 · 计算机科学 2023-02-15 Shidong Cao , Wenhao Chai , Shengyu Hao , Yanting Zhang , Hangyue Chen , Gaoang Wang

In this paper, we propose a photorealistic style transfer network to emphasize the natural effect of photorealistic image stylization. In general, distortion of the image content and lacking of details are two typical issues in the style…

计算机视觉与模式识别 · 计算机科学 2021-12-01 D. Y. Rao , X. J. Wu , H. Li , J. Kittler , T. Y. Xu

Deepface generation has traditionally followed a task-driven paradigm, where distinct tasks (e.g., face transfer and hair transfer) are addressed by task-specific models. Nevertheless, this single-task setting severely limits model…

计算机视觉与模式识别 · 计算机科学 2026-03-23 Caiyi Sun , Yujing Sun , Xiangyu Li , Yuhang Zheng , Yiming Ren , Jiamin Wang , Yuexin Ma , Siu-Ming Yiu

Fast Style Transfer is a series of Neural Style Transfer algorithms that use feed-forward neural networks to render input images. Because of the high dimension of the output layer, these networks require much memory for computation.…

计算机视觉与模式识别 · 计算机科学 2020-09-22 Weifeng Ma , Zhe Chen , Caoting Ji

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

Our paper seeks to transfer the hairstyle of a reference image to an input photo for virtual hair try-on. We target a variety of challenges scenarios, such as transforming a long hairstyle with bangs to a pixie cut, which requires removing…

计算机视觉与模式识别 · 计算机科学 2023-06-06 Sasikarn Khwanmuang , Pakkapon Phongthawee , Patsorn Sangkloy , Supasorn Suwajanakorn

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

Attribute-aware sequential recommendation entails predicting the next item a user will interact with based on a chronologically ordered history of past interactions, enriched with item attributes. Existing methods typically leverage…

信息检索 · 计算机科学 2026-05-08 Shereen Elsayed , Ngoc Son Le , Ahmed Rashed , Lars Schmidt-Thieme

Style transfer is an inventive process designed to create an image that maintains the essence of the original while embracing the visual style of another. Although diffusion models have demonstrated impressive generative power in…

计算机视觉与模式识别 · 计算机科学 2024-07-02 Haofan Wang , Peng Xing , Renyuan Huang , Hao Ai , Qixun Wang , Xu Bai

There is a rapidly growing interest in controlling consistency across multiple generated images using diffusion models. Among various methods, recent works have found that simply manipulating attention modules by concatenating features from…

计算机视觉与模式识别 · 计算机科学 2024-05-29 Jiaojiao Fan , Haotian Xue , Qinsheng Zhang , Yongxin Chen

In modern social networks, existing style transfer methods suffer from a serious content leakage issue, which hampers the ability to achieve serial and reversible stylization, thereby hindering the further propagation of stylized images in…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Xiujian Liang , Bingshan Liu , Qichao Ying , Zhenxing Qian , Xinpeng Zhang

With the rapid development of face recognition (FR) systems, the privacy of face images on social media is facing severe challenges due to the abuse of unauthorized FR systems. Some studies utilize adversarial attack techniques to defend…

计算机视觉与模式识别 · 计算机科学 2024-05-17 Yuhao Sun , Lingyun Yu , Hongtao Xie , Jiaming Li , Yongdong Zhang