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Many robotics applications require precise pose estimates despite operating in large and changing environments. This can be addressed by visual localization, using a pre-computed 3D model of the surroundings. The pose estimation then…

计算机视觉与模式识别 · 计算机科学 2018-09-20 Paul-Edouard Sarlin , Frédéric Debraine , Marcin Dymczyk , Roland Siegwart , Cesar Cadena

3D hand pose estimation has garnered great attention in recent years due to its critical applications in human-computer interaction, virtual reality, and related fields. The accurate estimation of hand joints is essential for high-quality…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Bolun Zheng , Xinjie Liu , Qianyu Zhang , Canjin Wang , Fangni Chen , Mingen Xu

There is an increasing demand for lightweight multi-person pose estimation for many emerging smart IoT applications. However, the existing algorithms tend to have large model sizes and intense computational requirements, making them…

计算机视觉与模式识别 · 计算机科学 2021-01-01 Christopher Neff , Aneri Sheth , Steven Furgurson , Hamed Tabkhi

Multi-person pose estimation (MPPE) presents a formidable yet crucial challenge in computer vision. Most existing methods predominantly concentrate on isolated interaction either between instances or joints, which is inadequate for…

计算机视觉与模式识别 · 计算机科学 2024-04-30 Yonghao Dang , Jianqin Yin , Liyuan Liu , Pengxiang Ding , Yuan Sun , Yanzhu Hu

We propose a Bayesian approximation to a deep learning architecture for 3D hand pose estimation. Through this framework, we explore and analyse the two types of uncertainties that are influenced either by data or by the learning capability.…

计算机视觉与模式识别 · 计算机科学 2021-02-23 Razvan Caramalau , Binod Bhattarai , Tae-Kyun Kim

Estimating a 3D human pose has proven to be a challenging task, primarily because of the complexity of the human body joints, occlusions, and variability in lighting conditions. In this paper, we introduce a higher-order graph convolutional…

计算机视觉与模式识别 · 计算机科学 2021-11-02 Jianning Quan , A. Ben Hamza

We present HumanNeRF-SE, a simple yet effective method that synthesizes diverse novel pose images with simple input. Previous HumanNeRF works require a large number of optimizable parameters to fit the human images. Instead, we reload these…

计算机视觉与模式识别 · 计算机科学 2024-04-05 Caoyuan Ma , Yu-Lun Liu , Zhixiang Wang , Wu Liu , Xinchen Liu , Zheng Wang

Accurate 3D human pose estimation (3D HPE) is crucial for enabling autonomous vehicles (AVs) to make informed decisions and respond proactively in critical road scenarios. Promising results of 3D HPE have been gained in several domains such…

计算机视觉与模式识别 · 计算机科学 2023-07-28 Peter Bauer , Arij Bouazizi , Ulrich Kressel , Fabian B. Flohr

Human pose estimation (i.e., locating the body parts / joints of a person) is a fundamental problem in human-computer interaction and multimedia applications. Significant progress has been made based on the development of depth sensors,…

计算机视觉与模式识别 · 计算机科学 2016-08-16 Keze Wang , Shengfu Zhai , Hui Cheng , Xiaodan Liang , Liang Lin

This research proposes a novel adjustable algorithm for reconstructing 3D body shapes from front and side silhouettes. Most recent silhouette-based approaches use a deep neural network trained by silhouettes and key points to estimate the…

计算机视觉与模式识别 · 计算机科学 2023-01-03 Aref Hemati , Azam Bastanfard

3D hand pose estimation (HPE) is the process of locating the joints of the hand in 3D from any visual input. HPE has recently received an increased amount of attention due to its key role in a variety of human-computer interaction…

计算机视觉与模式识别 · 计算机科学 2022-06-14 Leyla Khaleghi , Joshua Marshall , Ali Etemad

3D human pose estimation (3D HPE) has emerged as a prominent research topic, particularly in the realm of RGB-based methods. However, the use of RGB images is often limited by issues such as occlusion and privacy constraints. Consequently,…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Mengshi Qi , Jiaxuan Peng , Xianlin Zhang , Huadong Ma

Existing 2D-to-3D human pose estimation (HPE) methods struggle with the occlusion issue by enriching information like temporal and visual cues in the lifting stage. In this paper, we argue that these methods ignore the limitation of the…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Hongwei Zheng , Han Li , Wenrui Dai , Ziyang Zheng , Chenglin Li , Junni Zou , Hongkai Xiong

Human pose estimation (HPE) is a classical task in computer vision that focuses on representing the orientation of a person by identifying the positions of their joints. We design a lighterversion of the stacked hourglass network with…

计算机视觉与模式识别 · 计算机科学 2023-02-10 Jameel Hassan Abdul Samadh , Salwa K. Al Khatib

We introduce HYPERPOSE, a novel 3D human pose estimation framework that performs spatio-temporal reasoning entirely within the Lorentz model of hyperbolic space $\mathbb{H}^d$ to natively preserve the hierarchical tree topology of the human…

计算机视觉与模式识别 · 计算机科学 2026-05-18 Vinduja Thekkath , Ashish Musale , Ajay Waghumbare , Upasna Singh

This paper addresses the problem of 3D human body shape and pose estimation from an RGB image. This is often an ill-posed problem, since multiple plausible 3D bodies may match the visual evidence present in the input - particularly when the…

计算机视觉与模式识别 · 计算机科学 2022-11-24 Akash Sengupta , Ignas Budvytis , Roberto Cipolla

Multi-person pose estimation in the wild is challenging. Although state-of-the-art human detectors have demonstrated good performance, small errors in localization and recognition are inevitable. These errors can cause failures for a…

计算机视觉与模式识别 · 计算机科学 2018-02-06 Hao-Shu Fang , Shuqin Xie , Yu-Wing Tai , Cewu Lu

We introduce HARPER, a novel dataset for 3D body pose estimation and forecast in dyadic interactions between users and Spot, the quadruped robot manufactured by Boston Dynamics. The key-novelty is the focus on the robot's perspective, i.e.,…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Andrea Avogaro , Andrea Toaiari , Federico Cunico , Xiangmin Xu , Haralambos Dafas , Alessandro Vinciarelli , Emma Li , Marco Cristani

Fisheye cameras offer robots the ability to capture human movements across a wider field of view (FOV) than standard pinhole cameras, making them particularly useful for applications in human-robot interaction and automotive contexts.…

计算机视觉与模式识别 · 计算机科学 2025-06-25 Stephanie Käs , Sven Peter , Henrik Thillmann , Anton Burenko , David Benjamin Adrian , Dennis Mack , Timm Linder , Bastian Leibe

We present DenseRaC, a novel end-to-end framework for jointly estimating 3D human pose and body shape from a monocular RGB image. Our two-step framework takes the body pixel-to-surface correspondence map (i.e., IUV map) as proxy…

计算机视觉与模式识别 · 计算机科学 2019-10-10 Yuanlu Xu , Song-Chun Zhu , Tony Tung