Search Results for author: Subhash Nerella

Found 8 papers, 0 papers with code

Leveraging Computer Vision in the Intensive Care Unit (ICU) for Examining Visitation and Mobility

no code implementations10 Mar 2024 Scott Siegel, Jiaqing Zhang, Sabyasachi Bandyopadhyay, Subhash Nerella, Brandon Silva, Tezcan Baslanti, Azra Bihorac, Parisa Rashidi

Likewise, while mobility can be an important indicator of recovery or deterioration in ICU patients, it is only captured sporadically or not captured at all.

Detecting Visual Cues in the Intensive Care Unit and Association with Patient Clinical Status

no code implementations1 Nov 2023 Subhash Nerella, Ziyuan Guan, Andrea Davidson, Yuanfang Ren, Tezcan Baslanti, Brooke Armfield, Patrick Tighe, Azra Bihorac, Parisa Rashidi

We leveraged our AU-ICU dataset with 107, 064 frames collected in the ICU annotated with facial action units (AUs) labels by trained annotators.

Transformers in Healthcare: A Survey

no code implementations30 Jun 2023 Subhash Nerella, Sabyasachi Bandyopadhyay, Jiaqing Zhang, Miguel Contreras, Scott Siegel, Aysegul Bumin, Brandon Silva, Jessica Sena, Benjamin Shickel, Azra Bihorac, Kia Khezeli, Parisa Rashidi

With Artificial Intelligence (AI) increasingly permeating various aspects of society, including healthcare, the adoption of the Transformers neural network architecture is rapidly changing many applications.

Fairness

AI-Enhanced Intensive Care Unit: Revolutionizing Patient Care with Pervasive Sensing

no code implementations11 Mar 2023 Subhash Nerella, Ziyuan Guan, Scott Siegel, Jiaqing Zhang, Kia Khezeli, Azra Bihorac, Parisa Rashidi

However, the extent of patient monitoring in the ICU is limited due to time constraints and the workload on healthcare providers.

End-to-End Machine Learning Framework for Facial AU Detection in Intensive Care Units

no code implementations12 Nov 2022 Subhash Nerella, Kia Khezeli, Andrea Davidson, Patrick Tighe, Azra Bihorac, Parisa Rashidi

In this work, we evaluated two vision transformer models, namely ViT and SWIN, for AU detection on our Pain-ICU dataset and also external datasets.

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