cs.ROOct 23, 2026

RAISE-Vision: An Automated Contact Angle Measurement Platform for Contact Lens Wettability Characterization

Authors: Erin Ng, Mohammad Nazeri, Julie S Liu, Tithi Choksi, Lyndon Jones, Frank Gu

Organizations: Department of Chemical Engineering and Applied Chemistry, University of Toronto, Toronto, Canada · Institute of Biomedical Engineering (BME), University of Toronto, Toronto, Canada · Department of Chemical Engineering, McMaster University, Hamilton, Canada · Department of Mechanical & Industrial Engineering, University of Toronto, Toronto, Canada · 

Abstract

Contact angle (CA) is a common parameter measured in the development of novel contact lens materials and surface coating technologies. Existing literature on in vitro CA of contact lenses via the sessile drop method is hindered in repeatability, reliability, and comparability due to inter-laboratory and inter-operator protocol variation. In this work, the Robotic Autonomous Imaging Surface Evaluator for vision applications (RAISE-Vision) is introduced as an automated platform for CA measurement on curved hydrogel surfaces, with specific application to in vitro contact lens wettability analysis throughout air exposure. Customized 3D printed hardware, such as lens mounts, camera holders and drying apparatuses, was designed to facilitate an automated repeated sessile drop workflow within a liquid handler. Collected images were directly fed to a custom open-source image processing script for CA determination on a curved surface that combines the elliptical fit and tangent methods to allow for variations in droplet shape. The CA of senofilcon A contact lenses measured using the RAISE-Vision platform increased from 62.6±5.5∘62.6 \pm 5.5^\circ to 83.4±2.1∘83.4 \pm 2.1^\circ over 10 sequential measurements in air and was able to replicate results obtained using an analogous manual protocol (p=0.470p = 0.470). The custom image processing script was also separately demonstrated to generate comparable results to a commercially available CA determination software (p=0.343p = 0.343). Aside from minimizing operator variability for CA measurement, RAISE-Vision provides a platform for standardized in vitro contact lens wettability analysis and understanding of surface wetting behaviour during air exposure.

Explore similar work

CardsList
  1. Contact-Based Fringe Projection Profilometry for High-Resolution 3-D Surface Measurement of Reflective and Transparent Objects

    Jun 16, 2026Ingu Yeo, Hyung-Gun Chi, Jae-Sang HyunFringe Projection ProfilometryTactile Sensing

  2. LUMO: Designing Luminous Contact Morphology for Repeatable Whole-Finger Contact Observation

    Sep 16, 2026Dong Ho Kang, Youngsu Ko, Luis SentisTactile SensingRobotic Tactile Sensing

  3. Detecting Clear Contact Lenses for Iris Recognition: A Two-Stage Mask-Guided Attention Approach

    Aug 10, 2026Parisa Farmanifard, Arun RossBiometric Identification