Camera-based remote photoplethysmography (rPPG) provides a non-contact way to measure physiological signals (e.g., heart rate) using facial videos.
Medical devices can be biased across multiple axes, including the physics of light. How can we rethink the engineering of medical devices using Pareto principles?
Novel algorithm to mitigate skin tone bias in remote heart rate estimation, for improved performance on our diverse, telemedicine oriented VITAL dataset.
This paper makes a first attempt to re-examine the shape from polarization (SfP) problem using physics-based deep learning.
Overview of convergence of physics and AI for imaging and vision and the path ahead.
Novel incorporation of polarization cues towards non-line-of-sight imaging.
The CVPR 2020 Tutorial on Visual Physics with Katerina Fragkiadaki, Laura Waller, Bill Freeman, and Ayan Chakrabarti.
A novel pipeline that enables discovery of underlying parameters and equations from videos of physical phenomena.
Generalizing Physics-Based Learning (PBL), by making the first attempt to bring neural architecture search (NAS) to the realm of PBL.
A novel non-line of sight imaging framework with long-wave infared.
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