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Zdravko Dugonjic

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#machine learning Preprint Sep 2026

Calibration-Free Surface Normals Estimation in Vision-Based Tactile Sensing using Universal Photometric Stereo

This work proposes a calibration-free procedure for the estimation of contact surface normals using Universal Photometric Stereo neural networks, and demonstrates that with sufficient illumination settings surface normals could be estimated using a model trained solely on synthetic data.

Zdravko Dugonjic, Stefanie Speidel, Roberto Calandra · 0 citations

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