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Current approaches in 3D human pose estimation primarily focus on regressing 3D joint locations, often neglecting critical physical constraints such as bone length consistency and body symmetry. This work introduces a recurrent neural…

计算机视觉与模式识别 · 计算机科学 2024-10-30 Chih-Hsiang Hsu , Jyh-Shing Roger Jang

3D human pose estimation (HPE) is characterized by intricate local and global dependencies among joints. Conventional supervised losses are limited in capturing these correlations because they treat each joint independently. Previous…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Yeonsung Kim , Junggeun Do , Seunguk Do , Sangmin Kim , Jaesik Park , Jay-Yoon Lee

We present FITE, a First-Implicit-Then-Explicit framework for modeling human avatars in clothing. Our framework first learns implicit surface templates representing the coarse clothing topology, and then employs the templates to guide the…

计算机视觉与模式识别 · 计算机科学 2022-07-15 Siyou Lin , Hongwen Zhang , Zerong Zheng , Ruizhi Shao , Yebin Liu

Parametric body models offer expressive 3D representation of humans across a wide range of poses, shapes, and facial expressions, typically derived by learning a basis over registered 3D meshes. However, existing human mesh modeling…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Jinhyung Park , Javier Romero , Shunsuke Saito , Fabian Prada , Takaaki Shiratori , Yichen Xu , Federica Bogo , Shoou-I Yu , Kris Kitani , Rawal Khirodkar

The human joint is an open-type joint composed of bones, cartilage, ligaments, synovial fluid, and joint capsule, having advantages of flexibility and impact resistance. However, replicating this structure in robots introduces friction…

Generative AI models provide a wide range of tools capable of performing complex tasks in a fraction of the time it would take a human. Among these, Large Language Models (LLMs) stand out for their ability to generate diverse texts, from…

计算与语言 · 计算机科学 2024-10-07 Baldomero R. Árbol , Dan Casas

Estimating 3D poses from a monocular video is still a challenging task, despite the significant progress that has been made in recent years. Generally, the performance of existing methods drops when the target person is too small/large, or…

计算机视觉与模式识别 · 计算机科学 2020-04-27 Yu Cheng , Bo Yang , Bo Wang , Robby T. Tan

Exoskeletons open up a unique interaction space that seamlessly integrates users' body movements with robotic actuation. Despite its potential, human-exoskeleton interaction remains an underexplored area in HCI, largely due to the lack of…

人机交互 · 计算机科学 2025-02-19 Marie Muehlhaus , Alexander Liggesmeyer , Jürgen Steimle

The advances in monocular 3D human pose estimation are dominated by supervised techniques that require large-scale 2D/3D pose annotations. Such methods often behave erratically in the absence of any provision to discard unfamiliar…

计算机视觉与模式识别 · 计算机科学 2022-03-30 Jogendra Nath Kundu , Siddharth Seth , Pradyumna YM , Varun Jampani , Anirban Chakraborty , R. Venkatesh Babu

3D models provide a common ground for different representations of human bodies. In turn, robust 2D estimation has proven to be a powerful tool to obtain 3D fits "in-the- wild". However, depending on the level of detail, it can be hard to…

计算机视觉与模式识别 · 计算机科学 2017-07-26 Christoph Lassner , Javier Romero , Martin Kiefel , Federica Bogo , Michael J. Black , Peter V. Gehler

In this paper we present a novel method to estimate 3D human pose and shape from monocular videos. This task requires directly recovering pixel-alignment 3D human pose and body shape from monocular images or videos, which is challenging due…

计算机视觉与模式识别 · 计算机科学 2023-03-02 Sen Yang , Wen Heng , Gang Liu , Guozhong Luo , Wankou Yang , Gang Yu

Human Pose Estimation (HPE) involves detecting and localizing keypoints on the human body from visual data. In 3D HPE, occlusions, where parts of the body are not visible in the image, pose a significant challenge for accurate pose…

计算机视觉与模式识别 · 计算机科学 2026-02-11 Filipa Lino , Carlos Santiago , Manuel Marques

Estimating the 3D position of human joints has become a widely researched topic in the last years. Special emphasis has gone into defining novel methods that extrapolate 2-dimensional data (keypoints) into 3D, namely predicting the…

计算机视觉与模式识别 · 计算机科学 2020-09-02 Adrian Llopart

We propose SMPLitex, a method for estimating and manipulating the complete 3D appearance of humans captured from a single image. SMPLitex builds upon the recently proposed generative models for 2D images, and extends their use to the 3D…

计算机视觉与模式识别 · 计算机科学 2023-09-11 Dan Casas , Marc Comino-Trinidad

Accurate 3D human pose estimation is fundamental for applications such as augmented reality and human-robot interaction. State-of-the-art multi-view methods learn to fuse predictions across views by training on large annotated datasets,…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Laura Bragagnolo , Leonardo Barcellona , Stefano Ghidoni

In real-world scenarios, human actions often fall into a long-tailed distribution. It makes the existing skeleton-based action recognition works, which are mostly designed based on balanced datasets, suffer from a sharp performance…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Jiahang Zhang , Lilang Lin , Jiaying Liu

This paper presents RoGSplat, a novel approach for synthesizing high-fidelity novel views of unseen human from sparse multi-view images, while requiring no cumbersome per-subject optimization. Unlike previous methods that typically struggle…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Junjin Xiao , Qing Zhang , Yonewei Nie , Lei Zhu , Wei-Shi Zheng

Human pose estimation aims at locating the specific joints of humans from the images or videos. While existing deep learning-based methods have achieved high positioning accuracy, they often struggle with generalization in occlusion…

计算机视觉与模式识别 · 计算机科学 2024-10-15 Gangtao Han , Chunxiao Song , Song Wang , Hao Wang , Enqing Chen , Guanghui Wang

We present SCANimate, an end-to-end trainable framework that takes raw 3D scans of a clothed human and turns them into an animatable avatar. These avatars are driven by pose parameters and have realistic clothing that moves and deforms…

计算机视觉与模式识别 · 计算机科学 2021-04-09 Shunsuke Saito , Jinlong Yang , Qianli Ma , Michael J. Black

Estimating 3D human poses from 2D images is challenging due to occlusions and projective acquisition. Learning-based approaches have been largely studied to address this challenge, both in single and multi-view setups. These solutions…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Seyed Abolfazl Ghasemzadeh , Alexandre Alahi , Christophe De Vleeschouwer