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Face recognition (FR) stands as one of the most crucial applications in computer vision. The accuracy of FR models has significantly improved in recent years due to the availability of large-scale human face datasets. However, directly…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Xiao Lin , Yuge Huang , Jianqing Xu , Yuxi Mi , Shuigeng Zhou , Shouhong Ding

Text-guided image editing aims to modify specific regions according to the target prompt while preserving the identity of the source image. Recent methods exploit explicit binary masks to constrain editing, but hard mask boundaries…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Yongwen Lai , Chaoqun Wang , Shaobo Min

Controlled video generation has seen drastic improvements in recent years. However, editing actions and dynamic events, or inserting contents that should affect the behaviors of other objects in real-world videos, remains a major challenge.…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Vladimir Kulikov , Roni Paiss , Andrey Voynov , Inbar Mosseri , Tali Dekel , Tomer Michaeli

Recent advances in generative image editing have enabled transformative applications, from professional head shot generation to avatar stylization. However, these systems often require uploading high-fidelity facial images to third-party…

密码学与安全 · 计算机科学 2026-03-05 Dipesh Tamboli , Vineet Punyamoorty , Atharv Pawar , Vaneet Aggarwal

Facial editing is an important task in vision and graphics with numerous applications. However, existing works are incapable to deliver a continuous and fine-grained editing mode (e.g., editing a slightly smiling face to a big laughing one)…

计算机视觉与模式识别 · 计算机科学 2021-09-10 Yuming Jiang , Ziqi Huang , Xingang Pan , Chen Change Loy , Ziwei Liu

With the rise of open data, identifiability of individuals based on 3D renderings obtained from routine structural magnetic resonance imaging (MRI) scans of the head has become a growing privacy concern. To protect subject privacy, several…

图像与视频处理 · 电气工程与系统科学 2024-07-10 Nataliia Molchanova , Bénédicte Maréchal , Jean-Philippe Thiran , Tobias Kober , Till Huelnhagen , Jonas Richiardi

Recent advances in text-to-image generation have made remarkable progress in synthesizing realistic human photos conditioned on given text prompts. However, existing personalized generation methods cannot simultaneously satisfy the…

计算机视觉与模式识别 · 计算机科学 2023-12-08 Zhen Li , Mingdeng Cao , Xintao Wang , Zhongang Qi , Ming-Ming Cheng , Ying Shan

Achieving flexible and high-fidelity identity-preserved image generation remains formidable, particularly with advanced Diffusion Transformers (DiTs) like FLUX. We introduce InfiniteYou (InfU), one of the earliest robust frameworks…

计算机视觉与模式识别 · 计算机科学 2025-07-30 Liming Jiang , Qing Yan , Yumin Jia , Zichuan Liu , Hao Kang , Xin Lu

Traditional methods for constructing high-quality, personalized head avatars from monocular videos demand extensive face captures and training time, posing a significant challenge for scalability. This paper introduces a novel approach to…

计算机视觉与模式识别 · 计算机科学 2024-02-20 Zhixuan Yu , Ziqian Bai , Abhimitra Meka , Feitong Tan , Qiangeng Xu , Rohit Pandey , Sean Fanello , Hyun Soo Park , Yinda Zhang

Face attribute editing aims to generate faces with one or multiple desired face attributes manipulated while other details are preserved. Unlike prior works such as GAN inversion, which has an expensive reverse mapping process, we propose a…

计算机视觉与模式识别 · 计算机科学 2021-02-24 Zhiliang Xu , Xiyu Yu , Zhibin Hong , Zhen Zhu , Junyu Han , Jingtuo Liu , Errui Ding , Xiang Bai

In this paper, we propose a novel face synthesis approach that can generate an arbitrarily large number of synthetic images of both real and synthetic identities. Thus a face image dataset can be expanded in terms of the number of…

计算机视觉与模式识别 · 计算机科学 2017-04-26 Sandipan Banerjee , John S. Bernhard , Walter J. Scheirer , Kevin W. Bowyer , Patrick J. Flynn

Human face generation and editing represent an essential task in the era of computer vision and the digital world. Recent studies have shown remarkable progress in multi-modal face generation and editing, for instance, using face…

计算机视觉与模式识别 · 计算机科学 2024-02-06 Mohammadreza Mofayezi , Reza Alipour , Mohammad Ali Kakavand , Ehsaneddin Asgari

Portrait Fidelity Generation is a prominent research area in generative models.Current methods face challenges in generating full-body images with low-resolution faces, especially in multi-ID photo phenomenon.To tackle these issues, we…

计算机视觉与模式识别 · 计算机科学 2025-02-25 Zhaoli Deng , Fanyi Wang , Junkang Zhang , Fan Chen , Meng Zhang , Wendong Zhang , Wen Liu , Zhenpeng Mi

Biometrics authentication has become increasingly popular due to its security and convenience; however, traditional biometrics are becoming less desirable in scenarios such as new mobile devices, Virtual Reality, and Smart Vehicles. For…

计算机视觉与模式识别 · 计算机科学 2025-11-10 Huashan Chen , Yifan Xu , Yue Feng , Ming Jian , Feng Liu , Pengfei Hu , Kebin Peng , Sen He , Zi Wang

Composed Image Retrieval (CIR) enables fine-grained visual search by combining a reference image with a textual modification. While supervised CIR methods achieve high accuracy, their reliance on costly triplet annotations motivates…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Xin Wang , Haipeng Zhang , Mang Li , Zhaohui Xia , Yueguo Chen , Yu Zhang , Chunyu Wei

Deep neural networks have recently been used to edit images with great success, in particular for faces. However, they are often limited to only being able to work at a restricted range of resolutions. Many methods are so flexible that face…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Gara Dorta , Sara Vicente , Neill D. F. Campbell , Ivor J. A. Simpson

Generating realistic and controllable 3D human avatars is a long-standing challenge, particularly when covering broad attribute ranges such as ethnicity, age, clothing styles, and detailed body shapes. Capturing and annotating large-scale…

计算机视觉与模式识别 · 计算机科学 2025-10-14 Yuxuan Xue , Xianghui Xie , Margaret Kostyrko , Gerard Pons-Moll

Over the past few years, the automatic generation of facial animation for virtual characters has garnered interest among the animation research and industry communities. Recent research contributions leverage machine-learning approaches to…

图形学 · 计算机科学 2020-07-21 Eloïse Berson , Catherine Soladié , Vincent Barrielle , Nicolas Stoiber

Speech-driven facial animation is useful for a variety of applications such as telepresence, chatbots, etc. The necessary attributes of having a realistic face animation are 1) audio-visual synchronization (2) identity preservation of the…

计算机视觉与模式识别 · 计算机科学 2020-05-27 Sanjana Sinha , Sandika Biswas , Brojeshwar Bhowmick

Face aging has received continuous research attention over the past two decades. Although previous works on this topic have achieved impressive success, two longstanding problems remain unsettled: 1) generating diverse and plausible facial…

计算机视觉与模式识别 · 计算机科学 2024-06-11 Jiu-Cheng Xie , Jun Yang , Wenqing Wang , Feng Xu , Jiang Xiong , Hao Gao