mlsanityData to 7 Oct 2026

Ego-Exo 3D Hand Tracking in the Wild with a Mobile Multi-Camera Rig

arXiv 2510.02601 ↗First posted 2 Oct 2025cs.CVcited by 0

Not on the map. Why?

Abstract (arXiv)

Accurate 3D tracking of hands and their interactions with the world in unconstrained settings remains a significant challenge for egocentric computer vision. With few exceptions, existing datasets are predominantly captured in controlled lab setups, limiting environmental diversity and model generalization. To address this, we introduce a novel marker-less multi-camera system designed to capture precise 3D hands and objects, which allows for nearly unconstrained mobility in genuinely in-the-wild conditions. We combine a lightweight, back-mounted capture rig with eight exocentric cameras, and a user-worn Meta Quest 3 headset, which contributes two egocentric views. We design an ego-exo tracking pipeline to generate accurate 3D hand pose ground truth from this system, and rigorously evaluate its quality. By collecting an annotated dataset featuring synchronized multi-view images and precise 3D hand poses, we demonstrate the capability of our approach to significantly reduce the trade-off between environmental realism and 3D annotation accuracy.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 21 of its 27 references that are in the map. First posted on arXiv 2 Oct 2025.

Builds on

21 of 27 references.

References · 21

  1. 2018YOLOv3: An Incremental Improvementcited by 2,652
  2. 2023Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectivescited by 477
  3. 2022HOI4D: A 4D Egocentric Dataset for Category-Level Human-Object Interactioncited by 321
  4. 2022ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulationcited by 306
  5. 2023Reconstructing Hands in 3D with Transformerscited by 298
  6. 2022Assembly101: A Large-Scale Multi-View Video Dataset for Understanding Procedural Activitiescited by 284
  7. 2020InterHand2.6M: A Dataset and Baseline for 3D Interacting Hand Pose Estimation from a Single RGB Imagecited by 244
  8. 2024Sapiens: Foundation for Human Vision Modelscited by 229
  9. 2023Project Aria: A New Tool for Egocentric Multi-Modal AI Researchcited by 201
  10. 2024HOT3D: Hand and Object Tracking in 3D from Egocentric Multi-View Videoscited by 122
  11. 2024Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wildcited by 109
  12. 2024TACO: Benchmarking Generalizable Bimanual Tool-ACtion-Object Understandingcited by 85
9 more
  1. 2024OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completioncited by 78
  2. 2019mm-Pose: Real-Time Human Skeletal Posture Estimation using mmWave Radars and CNNscited by 58
  3. 2022UmeTrack: Unified multi-view end-to-end hand tracking for VRcited by 48
  4. 2024GigaHands: A Massive Annotated Dataset of Bimanual Hand Activitiescited by 32
  5. 20213DRIMR: 3D Reconstruction and Imaging via mmWave Radar based on Deep Learningcited by 16
  6. 2017An Integrated Platform for Live 3D Human Reconstruction and Motion Capturingcited by 12
  7. 2023Quadric Representations for LiDAR Odometry, Mapping and Localizationcited by 9
  8. 2024MLPHand: Real Time Multi-View 3D Hand Mesh Reconstruction via MLP Modelingcited by 3
  9. 2016Learning to Search on Manifolds for 3D Pose Estimation of Articulated Objectscited by 2

Built on by

Not cited yet.