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In Vivo Skin 3-D Surface Reconstruction and Wrinkle Depth Estimation Using Handheld High Resolution Tactile Sensing
Akhil Padmanabha1, Arpit Agarwal1,2, Catherine Li1
1Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, USA.
Advanced Healthcare Materials
|December 26, 2025
Summary
A new portable 3-D skin reconstruction probe accurately measures wrinkle depth. This validated tool aids in clinical skin analysis and evaluating skincare product effectiveness.
Area of Science:
- Biomedical Engineering
- Dermatology
- Optical Imaging
Background:
- Objective dermatological assessment requires high-resolution 3-D skin surface reconstruction.
- Existing devices lack portability, validation across body sites, and consistent force sensing.
Purpose of the Study:
- To develop and validate a portable, high-resolution 3-D skin reconstruction probe.
- To enable accurate, micron-level wrinkle height estimation for dermatological applications.
Main Methods:
- A compact GelSight tactile imaging probe with a custom elastic gel and learning-based algorithm was developed.
- Integrated load cell ensured consistent contact force during measurements.
- Wrinkle depth was measured on test objects and in human participants across multiple body regions.
Main Results:
- The probe achieved a mean absolute error of 12.55 on wrinkle-like test objects.
- Validated wrinkle depth metrics were obtained across multiple body regions in 15 participants.
- Statistically significant reductions in wrinkle height were observed after moisturizer application.
Conclusions:
- The developed probe is a validated tool for quantitative skin analysis.
- It offers potential for diagnosis, treatment monitoring, and skincare efficacy evaluation.
- This technology advances portable, high-resolution dermatological assessment.
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