Search Results for author: Mai H. Nguyen

Found 6 papers, 1 papers with code

Prescribed Fire Modeling using Knowledge-Guided Machine Learning for Land Management

no code implementations2 Oct 2023 Somya Sharma Chatterjee, Kelly Lindsay, Neel Chatterjee, Rohan Patil, Ilkay Altintas De Callafon, Michael Steinbach, Daniel Giron, Mai H. Nguyen, Vipin Kumar

Traditional ML methods used for fire modeling offer computational speedup but struggle with physically inconsistent predictions, biased predictions due to class imbalance, biased estimates for fire spread metrics (e. g., burned area, rate of spread), and generalizability in out-of-distribution wind conditions.

Decision Making Management

Multimodal Wildland Fire Smoke Detection

no code implementations29 Dec 2022 Siddhant Baldota, Shreyas Anantha Ramaprasad, Jaspreet Kaur Bhamra, Shane Luna, Ravi Ramachandra, Eugene Zen, Harrison Kim, Daniel Crawl, Ismael Perez, Ilkay Altintas, Garrison W. Cottrell, Mai H. Nguyen

Research has shown that climate change creates warmer temperatures and drier conditions, leading to longer wildfire seasons and increased wildfire risks in the United States.

Management

FIgLib & SmokeyNet: Dataset and Deep Learning Model for Real-Time Wildland Fire Smoke Detection

no code implementations16 Dec 2021 Anshuman Dewangan, Yash Pande, Hans-Werner Braun, Frank Vernon, Ismael Perez, Ilkay Altintas, Garrison W. Cottrell, Mai H. Nguyen

Early detection of fire ignitions from initial smoke can assist the response to such fires before they become difficult to manage.

Cardiac MRI Image Segmentation for Left Ventricle and Right Ventricle using Deep Learning

no code implementations17 Sep 2019 Bosung Seo, Daniel Mariano, John Beckfield, Vinay Madenur, Yuming Hu, Tony Reina, Marcus Bobar, Mai H. Nguyen, Ilkay Altintas

The goal of this project is to use magnetic resonance imaging (MRI) data to provide an end-to-end analytics pipeline for left and right ventricle (LV and RV) segmentation.

Data Augmentation Image Segmentation +1

Ten Simple Rules for Reproducible Research in Jupyter Notebooks

2 code implementations13 Oct 2018 Adam Rule, Amanda Birmingham, Cristal Zuniga, Ilkay Altintas, Shih-Cheng Huang, Rob Knight, Niema Moshiri, Mai H. Nguyen, Sara Brin Rosenthal, Fernando Pérez, Peter W. Rose

For example, what are the technical and non-technical barriers to reproducible computational studies?

Other Computer Science Computers and Society

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