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X-Capture: An Open-Source Portable Device for Multi-Sensory Learning (ICCV 2025)

Authors: Samuel Clarke, Suzannah Wistreich, Yanjie Ze, Jiajun Wu
Stanford University

[Paper] | [Project Page] | [Dataset Download]

X-Capture Overview

The X-Capture dataset contains multisensory data collected from 600 real-world objects in nine in-the-wild environments. We provide RGB-D, acoustic, tactile, and 3D data. Each object has six recorded points each, covering diverse locations on the object.

The dataset can be downloaded with:

wget https://huggingface.co/datasets/swistreich/XCapture/resolve/main/XCapture_data.zip -O XCapture_data.zip

Usage

  • Cross-sensory retrieval (audio→image, touch→3D, etc.)
  • Multimodal representation learning
  • Pretraining encoders across RGB-D / tactile / audio
  • Object-centric perception
  • Reconstruction (2D/3D) from X-modal signals

Dataset Structure

Each object directory contains six capture points, each with:

  • rgb: 640×480 color images
  • depth: aligned depth images
  • tactile: high-resolution DIGIT tactile images under 10N, 15N, 20N presses
  • audio: ~3s audio/video clip of impact sound
  • 3D: local object mesh at contact point

There are no train/val/test splits; users are encouraged to construct splits suited to their task.


Citation

BibTeX:

@misc{clarke2025xcapture,
    title={X-Capture: An Open-Source Portable Device for Multi-Sensory Learning},
    author={Samuel Clarke and Suzannah Wistreich and Yanjie Ze and Jiajun Wu},
    year={2025},
    eprint={2504.02318},
    archivePrefix={arXiv},
    primaryClass={cs.CV},
    url={https://arxiv.org/abs/2504.02318},
}
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