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相关论文: RealisticHands: A Hybrid Model for 3D Hand Reconst…

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We tackle the challenging task of estimating global 3D joint locations for both hands via only monocular RGB input images. We propose a novel multi-stage convolutional neural network based pipeline that accurately segments and locates the…

计算机视觉与模式识别 · 计算机科学 2020-08-26 Fanqing Lin , Connor Wilhelm , Tony Martinez

Modeling 3D objects in domains like Computer Aided Design (CAD) is time-consuming and comes with a steep learning curve needed to master the design process as well as tool complexities. In order to simplify the modeling process, we designed…

人机交互 · 计算机科学 2020-11-19 Markus Friedrich , Stefan Langer , Fabian Frey

Estimating 3D interacting hand pose from a single RGB image is essential for understanding human actions. Unlike most previous works that directly predict the 3D poses of two interacting hands simultaneously, we propose to decompose the…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Hao Meng , Sheng Jin , Wentao Liu , Chen Qian , Mengxiang Lin , Wanli Ouyang , Ping Luo

Articulated hand pose estimation is a challenging task for human-computer interaction. The state-of-the-art hand pose estimation algorithms work only with one or a few subjects for which they have been calibrated or trained. Particularly,…

人机交互 · 计算机科学 2017-12-11 Jameel Malik , Ahmed Elhayek , Didier Stricker

We focus on the task of everyday hand pose estimation from egocentric viewpoints. For this task, we show that depth sensors are particularly informative for extracting near-field interactions of the camera wearer with his/her environment.…

计算机视觉与模式识别 · 计算机科学 2014-12-02 Gregory Rogez , James S. Supancic , Maryam Khademi , Jose Maria Martinez Montiel , Deva Ramanan

This is a comparative study of the traditional 3D computer graphics technique of geometric modelling and image-based rendering techniques that were surveyed and implemented.We have discussed the classifications and representative methods of…

图形学 · 计算机科学 2014-09-18 Agrima Seth , Deepak Mishra

Two-hand reconstruction from monocular images is hampered by complex poses and severe occlusions, which often cause interaction misalignment and two-hand penetration. We address this by decoupling the problem into 2D structural alignment…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Gaoge Han , Yongkang Cheng , Zhe Chen , Shaoli Huang , Tongliang Liu

Due to inevitable noises introduced during scanning and quantization, 3D reconstruction via RGB-D sensors suffers from errors both in geometry and texture, leading to artifacts such as camera drifting, mesh distortion, texture ghosting, and…

计算机视觉与模式识别 · 计算机科学 2022-09-13 Jingbo Zhang , Ziyu Wan , Jing Liao

There are several numerical models that describe real phenomena being used to solve complex problems. For example, an accurate numerical breast model can provide assistance to surgeons with visual information of the breast as a result of a…

医学物理 · 物理学 2020-03-17 Diogo Lopes , António Ramires Fernandes , Stéphane Clain

Contactless hand pose estimation requires sensors that provide precise spatial information and low computational complexity for real-time processing. Unlike vision-based systems, radar offers lighting independence and direct motion…

信号处理 · 电气工程与系统科学 2024-06-21 Johanna Bräunig , Vanessa Wirth , Marc Stamminger , Ingrid Ullmann , Martin Vossiek

This paper proposes a method for hand pose estimation from RGB images that uses both external large-scale depth image datasets and paired depth and RGB images as privileged information at training time. We show that providing depth…

计算机视觉与模式识别 · 计算机科学 2018-11-20 Shanxin Yuan , Bjorn Stenger , Tae-Kyun Kim

Real-time simultaneous tracking of hands manipulating and interacting with external objects has many potential applications in augmented reality, tangible computing, and wearable computing. However, due to difficult occlusions, fast…

计算机视觉与模式识别 · 计算机科学 2016-10-18 Srinath Sridhar , Franziska Mueller , Michael Zollhöfer , Dan Casas , Antti Oulasvirta , Christian Theobalt

Hand avatars play a pivotal role in a wide array of digital interfaces, enhancing user immersion and facilitating natural interaction within virtual environments. While previous studies have focused on photo-realistic hand rendering, little…

计算机视觉与模式识别 · 计算机科学 2024-07-31 Qijun Gan , Zijie Zhou , Jianke Zhu

In recent years, 3D hand pose estimation methods have garnered significant attention due to their extensive applications in human-computer interaction, virtual reality, and robotics. In contrast, there has been a notable gap in hand…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Rolandos Alexandros Potamias , Jinglei Zhang , Jiankang Deng , Stefanos Zafeiriou

In this paper, we introduce OmniHands, a universal approach to recovering interactive hand meshes and their relative movement from monocular or multi-view inputs. Our approach addresses two major limitations of previous methods: lacking a…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Dixuan Lin , Yuxiang Zhang , Mengcheng Li , Wei Jing , Qi Yan , Qianying Wang , Yebin Liu , Hongwen Zhang

The dynamic hand gesture recognition task has seen studies on various unimodal and multimodal methods. Previously, researchers have explored depth and 2D-skeleton-based multimodal fusion CRNNs (Convolutional Recurrent Neural Networks) but…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Hasan Mahmud , Mashrur M. Morshed , Md. Kamrul Hasan

Recent approaches to jointly reconstruct 3D humans and objects from a single RGB image represent 3D shapes with template-based or coarse models, which fail to capture details of loose clothing on human bodies. In this paper, we introduce a…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Ayushi Dutta , Marco Pesavento , Marco Volino , Adrian Hilton , Armin Mustafa

Direct mesh fitting for 3D hand shape reconstruction is highly accurate. However, the reconstructed meshes are prone to artifacts and do not appear as plausible hand shapes. Conversely, parametric models like MANO ensure plausible hand…

计算机视觉与模式识别 · 计算机科学 2023-05-02 Ziwei Yu , Chen Li , Linlin Yang , Xiaoxu Zheng , Michael Bi Mi , Gim Hee Lee , Angela Yao

Designing egocentric 3D hand pose estimation systems that can perform reliably in complex, real-world scenarios is crucial for downstream applications. Previous approaches using RGB or NIR imagery struggle in challenging conditions: RGB…

计算机视觉与模式识别 · 计算机科学 2025-02-28 Fangqiang Ding , Yunzhou Zhu , Xiangyu Wen , Gaowen Liu , Chris Xiaoxuan Lu

In recent years, diffusion models have revolutionized visual generation, outperforming traditional frameworks like Generative Adversarial Networks (GANs). However, generating images of humans with realistic semantic parts, such as hands and…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Benzhi Wang , Jingkai Zhou , Jingqi Bai , Yang Yang , Weihua Chen , Fan Wang , Zhen Lei