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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]
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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