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Current methods for learning realistic and animatable 3D clothed avatars need either posed 3D scans or 2D images with carefully controlled user poses. In contrast, our goal is to learn an avatar from only 2D images of people in…

计算机视觉与模式识别 · 计算机科学 2022-03-30 Yuliang Xiu , Jinlong Yang , Dimitrios Tzionas , Michael J. Black

In this work, we present an automated workflow to bring human figures, one of the most frequently appearing entities on pictorial maps, to the third dimension. Our workflow is based on training data and neural networks for single-view 3D…

计算机视觉与模式识别 · 计算机科学 2023-06-28 Raimund Schnürer , A. Cengiz Öztireli , Magnus Heitzler , René Sieber , Lorenz Hurni

We propose united implicit functions (UNIF), a part-based method for clothed human reconstruction and animation with raw scans and skeletons as the input. Previous part-based methods for human reconstruction rely on ground-truth part labels…

计算机视觉与模式识别 · 计算机科学 2022-07-21 Shenhan Qian , Jiale Xu , Ziwei Liu , Liqian Ma , Shenghua Gao

Creating a realistic clothed human from a single-view RGB image is crucial for applications like mixed reality and filmmaking. Despite some progress in recent years, mainstream methods often fail to fully utilize side-view information, as…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Dong Liu , Yifan Yang , Zixiong Huang , Yuxin Gao , Mingkui Tan

Reconstructing 3D clothed human involves creating a detailed geometry of individuals in clothing, with applications ranging from virtual try-on, movies, to games. To enable practical and widespread applications, recent advances propose to…

计算机视觉与模式识别 · 计算机科学 2024-04-22 Yifan Yang , Dong Liu , Shuhai Zhang , Zeshuai Deng , Zixiong Huang , Mingkui Tan

Modeling the mechanics of fluid in complex scenes is vital to applications in design, graphics, and robotics. Learning-based methods provide fast and differentiable fluid simulators, however most prior work is unable to accurately model how…

机器学习 · 计算机科学 2023-09-12 Arjun Mani , Ishaan Preetam Chandratreya , Elliot Creager , Carl Vondrick , Richard Zemel

The reconstruction of multi-layer 3D garments typically requires expensive multi-view capture setups and specialized 3D editing efforts. To support the creation of life-like clothed human avatars, we introduce ReMu for reconstructing…

图形学 · 计算机科学 2025-08-05 Onat Vuran , Hsuan-I Ho

3D human shape reconstruction under severe occlusion due to human-object or human-human interaction is a challenging problem. Parametric models i.e., SMPL(-X), which are based on the statistics across human shapes, can represent whole human…

计算机视觉与模式识别 · 计算机科学 2024-10-30 Donghwan Kim , Tae-Kyun Kim

Realistic virtual humans play a crucial role in numerous industries, such as metaverse, intelligent healthcare, and self-driving simulation. But creating them on a large scale with high levels of realism remains a challenge. The utilization…

计算机视觉与模式识别 · 计算机科学 2023-10-18 Xueting Yang , Yihao Luo , Yuliang Xiu , Wei Wang , Hao Xu , Zhaoxin Fan

Simultaneous understanding and 3D reconstruction plays an important role in developing end-to-end embodied intelligent systems. To achieve this, recent approaches resort to 2D-to-3D feature alignment paradigm, which leads to limited 3D…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Qi Xu , Dongxu Wei , Lingzhe Zhao , Wenpu Li , Zhangchi Huang , Shunping Ji , Peidong Liu

Visible and infrared image fusion (VIF) has gained significant attention in recent years due to its wide application in tasks such as scene segmentation and object detection. VIF methods can be broadly classified into traditional VIF…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Zixian Zhao , Xingchen Zhang

Single-view textured human reconstruction aims to reconstruct a clothed 3D digital human by inputting a monocular 2D image. Existing approaches include feed-forward methods, limited by scarce 3D human data, and diffusion-based methods,…

计算机视觉与模式识别 · 计算机科学 2025-06-17 Wenhao Shen , Gangjian Zhang , Jianfeng Zhang , Yu Feng , Nanjie Yao , Xuanmeng Zhang , Hao Wang

The advancement in deep implicit modeling and articulated models has significantly enhanced the process of digitizing human figures in 3D from just a single image. While state-of-the-art methods have greatly improved geometric precision,…

计算机视觉与模式识别 · 计算机科学 2024-10-15 Vishnu Mani Hema , Shubhra Aich , Christian Haene , Jean-Charles Bazin , Fernando de la Torre

High-quality 3D garment reconstruction plays a crucial role in mitigating the sim-to-real gap in applications such as digital avatars, virtual try-on and robotic manipulation. However, existing garment reconstruction methods typically rely…

计算机视觉与模式识别 · 计算机科学 2026-04-06 Ming Li , Hui Shan , Kai Zheng , Chentao Shen , Siyu Liu , Yanwei Fu , Zhen Chen , Xiangru Huang

We present a framework to translate between 2D image views and 3D object shapes. Recent progress in deep learning enabled us to learn structure-aware representations from a scene. However, the existing literature assumes that pairs of…

计算机视觉与模式识别 · 计算机科学 2021-02-02 Berk Kaya , Radu Timofte

We propose SIR, an efficient method to decompose differentiable shadows for inverse rendering on indoor scenes using multi-view data, addressing the challenges in accurately decomposing the materials and lighting conditions. Unlike previous…

计算机视觉与模式识别 · 计算机科学 2025-04-29 Xiaokang Wei , Zhuoman Liu , Ping Li , Yan Luximon

Neural reconstruction and rendering strategies have demonstrated state-of-the-art performances due, in part, to their ability to preserve high level shape details. Existing approaches, however, either represent objects as implicit surface…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Angtian Wang , Yuanlu Xu , Nikolaos Sarafianos , Robert Maier , Edmond Boyer , Alan Yuille , Tony Tung

We present a new framework to reconstruct holistic 3D indoor scenes including both room background and indoor objects from single-view images. Existing methods can only produce 3D shapes of indoor objects with limited geometry quality…

计算机视觉与模式识别 · 计算机科学 2022-08-09 Haolin Liu , Yujian Zheng , Guanying Chen , Shuguang Cui , Xiaoguang Han

Image features detection and description is a longstanding topic in computer vision and pattern recognition areas. The Scale Invariant Feature Transform (SIFT) is probably the most popular and widely demanded feature descriptor which…

计算机视觉与模式识别 · 计算机科学 2015-04-14 Ahmad Pahlavan Tafti , Hamid Hassannia , Zeyun Yu

To reconstruct a 3D human surface from a single image, it is crucial to simultaneously consider human pose, shape, and clothing details. Recent approaches have combined parametric body models (such as SMPL), which capture body pose and…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Baoxing Li , Yong Deng , Yehui Yang , Xu Zhao