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Papers 3D Hand Pose Estimation

“3D Hand Pose Estimation” 태그가 달린 논문 193편 · 필터 해제

HandMvNet: Real-Time 3D Hand Pose Estimation Using Multi-View Cross-Attention Fusion

2026-08-20 · Muhammad Asad Ali, Nadia Robertini, Didier Stricker arxiv

In this work, we present HandMvNet, one of the first real-time method designed to estimate 3D hand motion and shape from multi-view camera images. Unlike previous monocular approaches, which suffer from scale-depth ambig…

3D Hand Pose Estimation

REACH: Hand Pose Estimation from Room Corners

2026-05-21 · Shu Nakamura, Ryo Kawahara, Genki Kinoshita, Ryosuke Hirai 외 arxiv

We introduce a novel 3D hand pose estimator that can accurately recover the shape and pose of people's hands in a room from afar, typically from fixed cameras at room corners, in extremely low-resolution and frequently o…

3D Hand Pose Estimation

Rethinking Graph Convolution for 2D-to-3D Hand Pose Lifting

2026-05-13 · Chanyoung Kim, Donghyun Kim, Dong-Hyun Sim, Seong Jae Hwang 외 arxiv

Graph convolutional networks (GCNs) are widely used for 3D hand pose estimation, where the hand skeleton is encoded as a fixed adjacency graph. We revisit whether this is the most effective way to incorporate hand topolo…

3D Hand Pose Estimation

EgoEV-HandPose: Egocentric 3D Hand Pose Estimation and Gesture Recognition with Stereo Event Cameras

2026-05-12 · Luming Wang, Hao Shi, Jiajun Zhai, Kailun Yang 외 arxiv

Egocentric 3D hand pose estimation and gesture recognition are essential for immersive augmented/virtual reality, human-computer interaction, and robotics. However, conventional frame-based cameras suffer from motion blu…

3D Hand Pose EstimationGesture Recognition

AnyHand: A Large-Scale Synthetic Dataset for RGB(-D) Hand Pose Estimation

2026-03-26 · Chen Si, Yulin Liu, Bo Ai, Jianwen Xie 외 arxiv

We present AnyHand, a large-scale synthetic dataset designed to advance the state of the art in 3D hand pose estimation. While recent works with foundation approaches have shown that scaling training data markedly improv…

3D Hand Pose Estimation

Gesture-Aware Pretraining and Token Fusion for 3D Hand Pose Estimation

2026-03-18 · Rui Hong, Jana Kosecka arxiv

Estimating 3D hand pose from monocular RGB images is fundamental for applications in AR/VR, human-computer interaction, and sign language understanding. In this work we focus on a scenario where a discrete set of gesture…

3D Hand Pose Estimation3D Pose Estimation

HandMCM: Multi-modal Point Cloud-based Correspondence State Space Model for 3D Hand Pose Estimation

2026-02-02 · Wencan Cheng, Gim Hee Lee arxiv

3D hand pose estimation that involves accurate estimation of 3D human hand keypoint locations is crucial for many human-computer interaction applications such as augmented reality. However, this task poses significant ch…

3D Hand Pose Estimation

A Multi-View Pipeline and Benchmark Dataset for 3D Hand Pose Estimation in Surgery

2026-01-22 · Valery Fischer, Alan Magdaleno, Anna-Katharina Calek, Nicola Cavalcanti 외 arxiv

Purpose: Accurate 3D hand pose estimation supports surgical applications such as skill assessment, robot-assisted interventions, and geometry-aware workflow analysis. However, surgical environments pose severe challenges…

3D Hand Pose Estimation

Towards Egocentric 3D Hand Pose Estimation in Unseen Domains

2026-01-10 · Wiktor Mucha, Michael Wray, Martin Kampel arxiv

We present V-HPOT, a novel approach for improving the cross-domain performance of 3D hand pose estimation from egocentric images across diverse, unseen domains. State-of-the-art methods demonstrate strong performance whe…

3D Hand Pose Estimation

DF-Mamba: Deformable State Space Modeling for 3D Hand Pose Estimation in Interactions

2025-12-02 · Yifan Zhou, Takehiko Ohkawa, Guwenxiao Zhou, Kanoko Goto 외 arxiv

Modeling daily hand interactions often struggles with severe occlusions, such as when two hands overlap, which highlights the need for robust feature learning in 3D hand pose estimation (HPE). To handle such occluded han…

3D Hand Pose Estimation

SPLite Hand: Sparsity-Aware Lightweight 3D Hand Pose Estimation

2025-10-18 · Yeh Keng Hao, Hsu Tzu Wei, Sun Min arxiv

With the increasing ubiquity of AR/VR devices, the deployment of deep learning models on edge devices has become a critical challenge. These devices require real-time inference, low power consumption, and minimal latency…

Computational Efficiency3D Hand Pose Estimation

Leveraging RGB Images for Pre-Training of Event-Based Hand Pose Estimation

2025-09-21 · Ruicong Liu, Takehiko Ohkawa, Tze Ho Elden Tse, Mingfang Zhang 외 arxiv

This paper presents RPEP, the first pre-training method for event-based 3D hand pose estimation using labeled RGB images and unpaired, unlabeled event data. Event data offer significant benefits such as high temporal res…

3D Hand Pose Estimation

Learning Correlation-aware Aleatoric Uncertainty for 3D Hand Pose Estimation

2025-09-01 · Lee Chae-Yeon, Nam Hyeon-Woo, Tae-Hyun Oh arxiv

3D hand pose estimation is a fundamental task in understanding human hands. However, accurately estimating 3D hand poses remains challenging due to the complex movement of hands, self-similarity, and frequent occlusions.…

Computational Efficiency3D Hand Pose Estimation

Enhancing Monocular 3D Hand Reconstruction with Learned Texture Priors

2025-08-13 · Giorgos Karvounas, Nikolaos Kyriazis, Iason Oikonomidis, Georgios Pavlakos 외 arxiv

We revisit the role of texture in monocular 3D hand reconstruction, not as an afterthought for photorealism, but as a dense, spatially grounded cue that can actively support pose and shape estimation. Our observation is …

3D Hand Pose Estimation

EHPE: A Segmented Architecture for Enhanced Hand Pose Estimation

2025-07-13 · Bolun Zheng, Xinjie Liu, Qianyu Zhang, Canjin Wang 외 arxiv

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 essentia…

3D Hand Pose Estimation

ExtPose: Robust and Coherent Pose Estimation by Extending ViTs

2025-06-18 · International Conference on Machine Learning 2025 6 · Rongyu Chen, Li'an Zhuo, Linlin Yang, Qi Wang 외

Vision Transformers (ViT) are remarkable at 3D pose estimation, yet they still encounter certain challenges. One issue is that the popular ViT architecture for pose estimation is limited to images and lacks temporal info…

3D Hand Pose Estimation3D Human Pose Estimation3D Pose EstimationHand Pose Estimation+1

Monocular 3D Hand Pose Estimation with Implicit Camera Alignment

2025-06-10 · Christos Pantazopoulos, Spyridon Thermos, Gerasimos Potamianos

Estimating the 3D hand articulation from a single color image is a continuously investigated problem with applications in Augmented Reality (AR), Virtual Reality (VR), Human-Computer Interaction (HCI), and robotics. Apar…

3D Hand Pose EstimationHand Pose EstimationKeypoint EstimationPose Estimation

OccRobNet : Occlusion Robust Network for Accurate 3D Interacting Hand-Object Pose Estimation

2025-03-27 · Mallika Garg, Debashis Ghosh, Pyari Mohan Pradhan

Occlusion is one of the challenging issues when estimating 3D hand pose. This problem becomes more prominent when hand interacts with an object or two hands are involved. In the past works, much attention has not been gi…

3D Hand Pose Estimationhand-object poseHand Pose EstimationPose Estimation

Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose Estimation

2025-03-25 · CVPR 2025 1 · Zhuoran Zhao, Linlin Yang, Pengzhan Sun, Pan Hui 외

Recent synthetic 3D human datasets for the face, body, and hands have pushed the limits on photorealism. Face recognition and body pose estimation have achieved state-of-the-art performance using synthetic training data …

3D Hand Pose EstimationFace RecognitionHand Pose EstimationPose Estimation

SiMHand: Mining Similar Hands for Large-Scale 3D Hand Pose Pre-training

2025-02-21 · Nie Lin, Takehiko Ohkawa, Yifei HUANG, Mingfang Zhang 외

We present a framework for pre-training of 3D hand pose estimation from in-the-wild hand images sharing with similar hand characteristics, dubbed SimHand. Pre-training with large-scale images achieves promising results i…

3D Hand Pose EstimationContrastive LearningData AugmentationHand Pose Estimation+1
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