Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Journal articles
  4. Let’s DENSE: a novel protocol for efficiently collecting dense and diverse data for tactile slip detection in robotic grasping
 
research article

Let’s DENSE: a novel protocol for efficiently collecting dense and diverse data for tactile slip detection in robotic grasping

Zenha, Rodrigo
•
Denoun, Brice
•
Cavallaro, Andrea  
Show more
October 13, 2025
npj Robotics

There is a growing interest in leveraging tactile sensing and data-driven models to enable robust robotic grasping; in this context, detecting object slip is a fundamental skill. However, the large variability in gripper-object interactions (e.g. different grasp poses, area of contact with the sensor, and directions of slip) makes the collection of suitable data to train models costly in time and resources, and current data collection protocols are oversimplified to several repetitions on a small subset of gripper-object interactions. To address this challenge, we propose DENSE, an efficient and highly reproducible protocol which is designed to capture this large variability by exploring gripper-object interactions across the object surface, and which automatically embeds straightforward labelling. We show experimentally that, compared to baseline methods, the DENSE protocol can reduce time effort by up to 50%, and models trained with the collected data improve up to 85% in their generalisation to unseen gripper-object interactions.

  • Files
  • Details
  • Metrics
Loading...
Thumbnail Image
Name

10.1038_s44182-025-00055-y.pdf

Type

Main Document

Version

Published version

Access type

openaccess

License Condition

CC BY

Size

3.22 MB

Format

Adobe PDF

Checksum (MD5)

c121980466318fee1d7287077d5ca6fe

Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés