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John Gideon

4 accepted papers

2021

LocTex: Learning Data-Efficient Visual Representations From Localized Textual Supervision

ICCV 2021poster

Computer vision tasks such as object detection and semantic/instance segmentation rely on the painstaking annotation of large training datasets. In this paper, we propose LocTex that takes advantage of the low-cost localized textual annotations (i.e., captions and synchronized mouse-over gestures) t…

Cited by 14PDFScholar
2021

The Way to My Heart Is Through Contrastive Learning: Remote Photoplethysmography From Unlabelled Video

ICCV 2021poster

The ability to reliably estimate physiological signals from video is a powerful tool in low-cost, pre-clinical health monitoring. In this work we propose a new approach to remote photoplethysmography (rPPG) -- the measurement of blood volume changes from observations of a person's face or skin. Simi…

Cited by 133PDFcodeScholar
2018

A Multi-Camera Deep Neural Network for Detecting Elevated Alertness in Drivers

ICASSP 2018accepted

We present a system for the detection of elevated levels of driver alertness in driver-facing video captured from multiple viewpoints. This problem is important in automotive safety as a helpful feedback signal to determine driver engagement and as a means of automatically flagging anomalous driving…

Cited by 0SourceScholar
2016

Mood state prediction from speech of varying acoustic quality for individuals with bipolar disorder

ICASSP 2016accepted

Speech contains patterns that can be altered by the mood of an individual. There is an increasing focus on automated and distributed methods to collect and monitor speech from large groups of patients suffering from mental health disorders. However, as the scope of these collections increases, the v…

Cited by 0SourceScholar