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相关论文: Reconstructing Interacting Hands with Interaction …

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First-person hand-object interaction anticipation aims to predict the interaction process over a forthcoming period based on current scenes and prompts. This capability is crucial for embodied intelligence and human-robot collaboration. The…

计算机视觉与模式识别 · 计算机科学 2025-04-28 Zichen Zhang , Hongchen Luo , Wei Zhai , Yang Cao , Yu Kang

We propose a novel framework for 3D hand shape reconstruction and hand-object grasp optimization from a single RGB image. The representation of hand-object contact regions is critical for accurate reconstructions. Instead of approximating…

计算机视觉与模式识别 · 计算机科学 2022-11-28 Ziwei Yu , Linlin Yang , You Xie , Ping Chen , Angela Yao

Augmented reality (AR) offers immersive interaction but remains inaccessible for users with motor impairments or limited dexterity due to reliance on precise input methods. This study proposes a gesture-based interaction system for AR…

人机交互 · 计算机科学 2025-06-19 Yikan Wang

Enormous hand images with reliable annotations are collected through marker-based MoCap. Unfortunately, degradations caused by markers limit their application in hand appearance reconstruction. A clear appearance recovery insight is an…

计算机视觉与模式识别 · 计算机科学 2023-03-14 Zimeng Zhao , Binghui Zuo , Zhiyu Long , Yangang Wang

Large Vision Language Models (VLMs) are now the de facto state-of-the-art for a number of tasks including visual question answering, recognising objects, and spatial referral. In this work, we propose the HOI-Ref task for egocentric images…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Siddhant Bansal , Michael Wray , Dima Damen

Recent works in hand-object reconstruction mainly focus on the single-view and dense multi-view settings. On the one hand, single-view methods can leverage learned shape priors to generalise to unseen objects but are prone to inaccuracies…

计算机视觉与模式识别 · 计算机科学 2024-05-03 Yik Lung Pang , Changjae Oh , Andrea Cavallaro

We present the first method for real-time full body capture that estimates shape and motion of body and hands together with a dynamic 3D face model from a single color image. Our approach uses a new neural network architecture that exploits…

计算机视觉与模式识别 · 计算机科学 2021-04-16 Yuxiao Zhou , Marc Habermann , Ikhsanul Habibie , Ayush Tewari , Christian Theobalt , Feng Xu

We introduce HART, a unified framework for sparse-view human reconstruction. Given a small set of uncalibrated RGB images of a person as input, it outputs a watertight clothed mesh, the aligned SMPL-X body mesh, and a Gaussian-splat…

计算机视觉与模式识别 · 计算机科学 2025-10-01 Xiyi Chen , Shaofei Wang , Marko Mihajlovic , Taewon Kang , Sergey Prokudin , Ming Lin

Hand manipulating objects is an important interaction motion in our daily activities. We faithfully reconstruct this motion with a single RGBD camera by a novel deep reinforcement learning method to leverage physics. Firstly, we propose…

计算机视觉与模式识别 · 计算机科学 2024-05-07 Haoyu Hu , Xinyu Yi , Zhe Cao , Jun-Hai Yong , Feng Xu

In this work, we propose a framework for single-view hand mesh reconstruction, which can simultaneously achieve high reconstruction accuracy, fast inference speed, and temporal coherence. Specifically, for 2D encoding, we propose…

计算机视觉与模式识别 · 计算机科学 2022-04-01 Xingyu Chen , Yufeng Liu , Yajiao Dong , Xiong Zhang , Chongyang Ma , Yanmin Xiong , Yuan Zhang , Xiaoyan Guo

Estimating the 3D hand articulation from a single color image is an important problem with applications in Augmented Reality (AR), Virtual Reality (VR), Human-Computer Interaction (HCI), and robotics. Apart from the absence of depth…

计算机视觉与模式识别 · 计算机科学 2025-07-18 Christos Pantazopoulos , Spyridon Thermos , Gerasimos Potamianos

Most prior works in perceiving 3D humans from images reason human in isolation without their surroundings. However, humans are constantly interacting with the surrounding objects, thus calling for models that can reason about not only the…

计算机视觉与模式识别 · 计算机科学 2023-11-01 Xianghui Xie , Bharat Lal Bhatnagar , Gerard Pons-Moll

Actions are about how we interact with the environment, including other people, objects, and ourselves. In this paper, we propose a novel multi-modal Holistic Interaction Transformer Network (HIT) that leverages the largely ignored, but…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Gueter Josmy Faure , Min-Hung Chen , Shang-Hong Lai

We present TOCH, a method for refining incorrect 3D hand-object interaction sequences using a data prior. Existing hand trackers, especially those that rely on very few cameras, often produce visually unrealistic results with hand-object…

计算机视觉与模式识别 · 计算机科学 2023-10-30 Keyang Zhou , Bharat Lal Bhatnagar , Jan Eric Lenssen , Gerard Pons-Moll

Hand gestures recognition (HGR) is one of the main areas of research for the engineers, scientists and bioinformatics. HGR is the natural way of Human Machine interaction and today many researchers in the academia and industry are working…

人机交互 · 计算机科学 2013-03-12 Ankit Chaudhary , J. L. Raheja , Karen Das , Sonia Raheja

Understanding how humans interact with the world necessitates accurate 3D hand pose estimation, a task complicated by the hand's high degree of articulation, frequent occlusions, self-occlusions, and rapid motions. While most existing…

计算机视觉与模式识别 · 计算机科学 2023-12-29 Enes Duran , Muhammed Kocabas , Vasileios Choutas , Zicong Fan , Michael J. Black

Estimating hand-object manipulations is essential for interpreting and imitating human actions. Previous work has made significant progress towards reconstruction of hand poses and object shapes in isolation. Yet, reconstructing hands and…

计算机视觉与模式识别 · 计算机科学 2019-04-12 Yana Hasson , Gül Varol , Dimitrios Tzionas , Igor Kalevatykh , Michael J. Black , Ivan Laptev , Cordelia Schmid

Estimating the pose and shape of hands and objects under interaction finds numerous applications including augmented and virtual reality. Existing approaches for hand and object reconstruction require explicitly defined physical constraints…

计算机视觉与模式识别 · 计算机科学 2022-04-28 Tze Ho Elden Tse , Kwang In Kim , Ales Leonardis , Hyung Jin Chang

We study the problem of imitating object interactions from Internet videos. This requires understanding the hand-object interactions in 4D, spatially in 3D and over time, which is challenging due to mutual hand-object occlusions. In this…

计算机视觉与模式识别 · 计算机科学 2022-11-24 Austin Patel , Andrew Wang , Ilija Radosavovic , Jitendra Malik

Recent advances in 3D human-aware generation have made significant progress. However, existing methods still struggle with generating novel Human Object Interaction (HOI) from text, particularly for open-set objects. We identify three main…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Jinlu Zhang , Yixin Chen , Zan Wang , Jie Yang , Yizhou Wang , Siyuan Huang