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相关论文: Exemplar-based Generative Facial Editing

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Face attributes are interesting due to their detailed description of human faces. Unlike prior researches working on attribute prediction, we address an inverse and more challenging problem called face attribute manipulation which aims at…

计算机视觉与模式识别 · 计算机科学 2017-04-13 Wei Shen , Rujie Liu

Image editing serves as a practical yet challenging task considering the diverse demands from users, where one of the hardest parts is to precisely describe how the edited image should look like. In this work, we present a new form of…

计算机视觉与模式识别 · 计算机科学 2024-06-12 Xi Chen , Yutong Feng , Mengting Chen , Yiyang Wang , Shilong Zhang , Yu Liu , Yujun Shen , Hengshuang Zhao

We propose NeRF-Insert, a NeRF editing framework that allows users to make high-quality local edits with a flexible level of control. Unlike previous work that relied on image-to-image models, we cast scene editing as an in-painting…

计算机视觉与模式识别 · 计算机科学 2024-05-01 Benet Oriol Sabat , Alessandro Achille , Matthew Trager , Stefano Soatto

Facial attribute editing aims to manipulate single or multiple attributes of a face image, i.e., to generate a new face with desired attributes while preserving other details. Recently, generative adversarial net (GAN) and encoder-decoder…

计算机视觉与模式识别 · 计算机科学 2018-07-26 Zhenliang He , Wangmeng Zuo , Meina Kan , Shiguang Shan , Xilin Chen

This paper studies the task of full generative modelling of realistic images of humans, guided only by coarse sketch of the pose, while providing control over the specific instance or type of outfit worn by the user. This is a difficult…

计算机视觉与模式识别 · 计算机科学 2019-06-06 Xu Chen , Jie Song , Otmar Hilliges

Existing deep learning based image inpainting methods use a standard convolutional network over the corrupted image, using convolutional filter responses conditioned on both valid pixels as well as the substitute values in the masked holes…

计算机视觉与模式识别 · 计算机科学 2018-12-18 Guilin Liu , Fitsum A. Reda , Kevin J. Shih , Ting-Chun Wang , Andrew Tao , Bryan Catanzaro

In this work, we propose a novel architecture for face age editing that can produce structural modifications while maintaining relevant details present in the original image. We disentangle the style and content of the input image and…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Guillermo Gomez-Trenado , Stéphane Lathuilière , Pablo Mesejo , Óscar Cordón

We present a novel paradigm for high-fidelity face swapping that faithfully preserves the desired subtle geometry and texture details. We rethink face swapping from the perspective of fine-grained face editing, \textit{i.e., ``editing for…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Zhian Liu , Maomao Li , Yong Zhang , Cairong Wang , Qi Zhang , Jue Wang , Yongwei Nie

We propose ClipFace, a novel self-supervised approach for text-guided editing of textured 3D morphable model of faces. Specifically, we employ user-friendly language prompts to enable control of the expressions as well as appearance of 3D…

计算机视觉与模式识别 · 计算机科学 2023-04-25 Shivangi Aneja , Justus Thies , Angela Dai , Matthias Nießner

This is the technique report for the winning solution of the CVPR2024 GenAI Media Generation Challenge Workshop's Instruction-guided Image Editing track. Instruction-guided image editing has been largely studied in recent years. The most…

计算机视觉与模式识别 · 计算机科学 2024-07-19 Xuan Ju , Junhao Zhuang , Zhaoyang Zhang , Yuxuan Bian , Qiang Xu , Ying Shan

Recently, a surge of advanced facial editing techniques have been proposed that leverage the generative power of a pre-trained StyleGAN. To successfully edit an image this way, one must first project (or invert) the image into the…

计算机视觉与模式识别 · 计算机科学 2021-06-11 Daniel Roich , Ron Mokady , Amit H. Bermano , Daniel Cohen-Or

In this paper, we present a fast exemplar-based image colorization approach using color embeddings named Color2Embed. Generally, due to the difficulty of obtaining input and ground truth image pairs, it is hard to train a exemplar-based…

计算机视觉与模式识别 · 计算机科学 2021-08-25 Hengyuan Zhao , Wenhao Wu , Yihao Liu , Dongliang He

Data-driven generative 3D face models are used to compactly encode facial shape data into meaningful parametric representations. A desirable property of these models is their ability to effectively decouple natural sources of variation, in…

计算机视觉与模式识别 · 计算机科学 2019-09-10 Victoria Fernandez Abrevaya , Adnane Boukhayma , Stefanie Wuhrer , Edmond Boyer

Facial attribute editing has mainly two objectives: 1) translating image from a source domain to a target one, and 2) only changing the facial regions related to a target attribute and preserving the attribute-excluding details. In this…

计算机视觉与模式识别 · 计算机科学 2020-09-10 Ke Zhang , Yukun Su , Xiwang Guo , Liang Qi , Zhenbing Zhao

Existing face stylization methods always acquire the presence of the target (style) domain during the translation process, which violates privacy regulations and limits their applicability in real-world systems. To address this issue, we…

计算机视觉与模式识别 · 计算机科学 2023-03-20 Yuhe Ding , Jian Liang , Jie Cao , Aihua Zheng , Ran He

The task of face attribute manipulation has found increasing applications, but still remains challenging with the requirement of editing the attributes of a face image while preserving its unique details. In this paper, we choose to combine…

计算机视觉与模式识别 · 计算机科学 2021-05-07 Ruoqi Sun , Chen Huang , Jianping Shi , Lizhuang Ma

Recent advancements in generative models have revolutionized image generation and editing, making these tasks accessible to non-experts. This paper focuses on local image editing, particularly the task of adding new content to a loosely…

计算机视觉与模式识别 · 计算机科学 2025-01-09 Omer Regev , Omri Avrahami , Dani Lischinski

Facial attribute editing aims to manipulate attributes on the human face, e.g., adding a mustache or changing the hair color. Existing approaches suffer from a serious compromise between correct attribute generation and preservation of the…

计算机视觉与模式识别 · 计算机科学 2020-07-14 Zhenliang He , Meina Kan , Jichao Zhang , Shiguang Shan

Diffusion models dominate image editing, yet their global denoising mechanism entangles edited regions with surrounding context, causing modifications to propagate into areas that should remain intact. We propose a fundamentally different…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Wei Chow , Linfeng Li , Xian Sun , Lingdong Kong , Zefeng Li , Qi Xu , Hang Song , Tian Ye , Xian Wang , Jinbin Bai , Shilin Xu , Xiangtai Li , Junting Pan , Shaoteng Liu , Ran Zhou , Tianshu Yang , Songhua Liu

In recent years, generative 3D face models (e.g., EG3D) have been developed to tackle the problem of synthesizing photo-realistic faces. However, these models are often unable to capture facial features unique to each individual,…

计算机视觉与模式识别 · 计算机科学 2024-05-21 Luchao Qi , Jiaye Wu , Annie N. Wang , Shengze Wang , Roni Sengupta