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Head avatar reconstruction, crucial for applications in virtual reality, online meetings, gaming, and film industries, has garnered substantial attention within the computer vision community. The fundamental objective of this field is to…

计算机视觉与模式识别 · 计算机科学 2024-01-19 Xuangeng Chu , Yu Li , Ailing Zeng , Tianyu Yang , Lijian Lin , Yunfei Liu , Tatsuya Harada

We present a new approach for video-driven animation of high-quality neural 3D head models, addressing the challenge of person-independent animation from video input. Typically, high-quality generative models are learned for specific…

计算机视觉与模式识别 · 计算机科学 2024-03-08 Wolfgang Paier , Paul Hinzer , Anna Hilsmann , Peter Eisert

We present LiftAvatar, a new paradigm that completes sparse monocular observations in kinematic space (e.g., facial expressions and head pose) and uses the completed signals to drive high-fidelity avatar animation. LiftAvatar is a…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Hualiang Wei , Shunran Jia , Jialun Liu , Wenhui Li

Recently, we have witnessed the explosive growth of various volumetric representations in modeling animatable head avatars. However, due to the diversity of frameworks, there is no practical method to support high-level applications like 3D…

计算机视觉与模式识别 · 计算机科学 2024-04-03 Chong Bao , Yinda Zhang , Yuan Li , Xiyu Zhang , Bangbang Yang , Hujun Bao , Marc Pollefeys , Guofeng Zhang , Zhaopeng Cui

Recent advances in generative modeling enable image editing assistants that follow natural language instructions without additional user input. Their supervised training requires millions of triplets (original image, instruction, edited…

计算机视觉与模式识别 · 计算机科学 2025-09-26 Maksim Kuprashevich , Grigorii Alekseenko , Irina Tolstykh , Georgii Fedorov , Bulat Suleimanov , Vladimir Dokholyan , Aleksandr Gordeev

Reconstructing high-fidelity animatable 3D human avatars from monocular RGB videos remains challenging, particularly in unconstrained in-the-wild scenarios where camera parameters and human poses from off-the-shelf methods (e.g., COLMAP,…

计算机视觉与模式识别 · 计算机科学 2026-02-05 Zihan Lou , Jinlong Fan , Sihan Ma , Yuxiang Yang , Jing Zhang

We present a method to build animatable dog avatars from monocular videos. This is challenging as animals display a range of (unpredictable) non-rigid movements and have a variety of appearance details (e.g., fur, spots, tails). We develop…

计算机视觉与模式识别 · 计算机科学 2024-03-27 Remy Sabathier , Niloy J. Mitra , David Novotny

3D face reconstruction and face alignment are two fundamental and highly related topics in computer vision. Recently, some works start to use deep learning models to estimate the 3DMM coefficients to reconstruct 3D face geometry. However,…

计算机视觉与模式识别 · 计算机科学 2021-03-30 Zihao Jian , Minshan Xie

In this paper, we propose Generalizable and Animatable Gaussian head Avatar (GAGAvatar) for one-shot animatable head avatar reconstruction. Existing methods rely on neural radiance fields, leading to heavy rendering consumption and low…

计算机视觉与模式识别 · 计算机科学 2024-10-11 Xuangeng Chu , Tatsuya Harada

Virtual 3D try-on can provide an intuitive and realistic view for online shopping and has a huge potential commercial value. However, existing 3D virtual try-on methods mainly rely on annotated 3D human shapes and garment templates, which…

计算机视觉与模式识别 · 计算机科学 2021-08-12 Fuwei Zhao , Zhenyu Xie , Michael Kampffmeyer , Haoye Dong , Songfang Han , Tianxiang Zheng , Tao Zhang , Xiaodan Liang

The emergence of cross-modal foundation models has introduced numerous approaches grounded in text-image retrieval. However, on some domain-specific retrieval tasks, these models fail to focus on the key attributes required. To address this…

计算机视觉与模式识别 · 计算机科学 2023-06-13 Yuguang Yang , Yiming Wang , Shupeng Geng , Runqi Wang , Yimi Wang , Sheng Wu , Baochang Zhang

Monocular 3D reconstruction of articulated object categories is challenging due to the lack of training data and the inherent ill-posedness of the problem. In this work we use video self-supervision, forcing the consistency of consecutive…

计算机视觉与模式识别 · 计算机科学 2021-04-28 Filippos Kokkinos , Iasonas Kokkinos

Camera and LiDAR serve as informative sensors for accurate and robust autonomous driving systems. However, these sensors often exhibit heterogeneous natures, resulting in distributional modality gaps that present significant challenges for…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Yiran Yang , Xu Gao , Tong Wang , Xin Hao , Yifeng Shi , Xiao Tan , Xiaoqing Ye , Jingdong Wang

Monocular dynamic video reconstruction faces significant challenges in dynamic human scenes due to geometric inconsistencies and resolution degradation issues. Existing methods lack 3D human structural understanding, producing geometrically…

计算机视觉与模式识别 · 计算机科学 2025-12-10 Weitao Xiong , Zhiyuan Yuan , Jiahao Lu , Chengfeng Zhao , Peng Li , Yuan Liu

We propose a Transformer-based framework for 3D human texture estimation from a single image. The proposed Transformer is able to effectively exploit the global information of the input image, overcoming the limitations of existing methods…

计算机视觉与模式识别 · 计算机科学 2021-09-07 Xiangyu Xu , Chen Change Loy

We present an approach to generate high fidelity 3D face avatar with a high-resolution UV texture map from a single image. To estimate the face geometry, we use a deep neural network to directly predict vertex coordinates of the 3D face…

计算机视觉与模式识别 · 计算机科学 2019-12-10 Ruizhe Wang , Chih-Fan Chen , Hao Peng , Xudong Liu , Oliver Liu , Xin Li

Creating high-quality 3D avatars using 3D Gaussian Splatting (3DGS) from a monocular video benefits virtual reality and telecommunication applications. However, existing automatic methods exhibit artifacts under novel poses due to limited…

人机交互 · 计算机科学 2024-12-23 Jotaro Sakamiya , I-Chao Shen , Jinsong Zhang , Mustafa Doga Dogan , Takeo Igarashi

This paper proposes an efficient 3D avatar coding framework that leverages compact human priors and canonical-to-target transformation to enable high-quality 3D human avatar video compression at ultra-low bit rates. The framework begins by…

图像与视频处理 · 电气工程与系统科学 2025-10-14 Shanzhi Yin , Bolin Chen , Xinju Wu , Ru-Ling Liao , Jie Chen , Shiqi Wang , Yan Ye

Interest in automatic people re-identification systems has significantly grown in recent years, mainly for developing surveillance and smart shops software. Due to the variability in person posture, different lighting conditions, and…

计算机视觉与模式识别 · 计算机科学 2023-06-13 Victor Uc-Cetina , Laura Alvarez-Gonzalez , Anabel Martin-Gonzalez

Creating detailed 3D human avatars with fitted garments traditionally requires specialized expertise and labor-intensive workflows. While recent advances in generative AI have enabled text-to-3D human and clothing synthesis, existing…

计算机视觉与模式识别 · 计算机科学 2026-04-01 Zhiyao Sun , Yu-Hui Wen , Ho-Jui Fang , Sheng Ye , Matthieu Lin , Tian Lv , Yong-Jin Liu