![]() ![]() The research will be conducted using chest X-rays and eye images supplied by Cornell University and the University of Virginia. Gao aims to improve the performance of deep learning models in clinical environments, where data may be limited, patient populations may be more diverse, and rare diseases cannot be ignored, as in simplified lab settings. Most crucially, she will train the models not to forget previous information upon learning new information, a problem known as catastrophic forgetting. However, says Gao, deep learning is heavily dependent on large, high-quality labeled datasets only available in lab settings. “Life-threatening diseases could be caught early or avoided entirely,” says Gao.Įxisting AI-enabled medical devices use deep learning models to scan complex patterns in large data sets and flag suspicious findings on a patient’s scan as capably as board-certified radiologists. Funding by a $579,000 grant, she will create algorithms that help machine learning models analyze medical images, leading to improved clinical decisions and more confidence in AI-assisted health care. This is the future that Gao aims to create through the advancement of AI-powered medical imaging diagnostics. What if a patient could get an accurate assessment of a rash on their skin by simply pulling out their phone and taking a photo of the infected area? “As a School of Engineering and Applied Sciences, we take immense pride in the profound impact our faculty have on society, and we remain committed to fostering an environment that cultivates innovation, collaboration and societal responsibility.” “I am extremely proud of the research that our early career faculty are leading,” says Kemper Lewis, dean and professor of the School of Engineering and Applied Sciences. In total, they will receive nearly $2.9 million in funding for their respective projects, which include both research on pressing societal problems and outreach to diverse communities. Erdem Sariyuce and Ziming Zhao, assistant professors in the Department of Computer Science and Engineering Prathima Nalam, assistant professor in the Department Materials Design and Innovation and Sangwoo Shin, assistant professor in the Department of Mechanical and Aerospace Engineering, are recipients of one of the most prestigious honors for early-career scientists and engineers. Indiana University Purdue University of Indianapolis King County GIS Center, Seattle, WashingtonĬentro Internacional de Agricultura Tropical Singapore University of Technology & Design University at Buffalo, State University of New York Hunter College, City University of New York ![]() ![]() John Wilson, Editor-in-Chief of the GIS&T Body of Knowledge, and University of Southern California That said, we would like to recognize and express our gratitude to the following individuals for refereeing manuscripts submitted to the University Consortium for Geographic Information Science’s Geographic Information Science & Technology Body of Knowledge project since this digital version was launched in summer 2016.ĭiana Sinton, GIS&T Body of Knowledge Project Manager, and Executive Director, UCGIS The success of every academic project is due in part to the contributions of the referees who help the editors to identify and guide the best manuscripts to publication as quickly as possible. ![]()
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