基本信息
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职业迁徙
个人简介
Research Interests
My research has focused on building very large datasets of images and their metadata, and the deep learning approaches
to digest and understand those datasets for a variety of tasks. These tasks include performing hotel-specific image
retrieval in order to locate victims of sex trafficking who have been photographed in hotels, making measurements of
the natural environment in time-lapse imagery to understand climate change, and observing how individuals interact
with the world around them in outdoor webcam images to support better design of the built environment. I am
particularly interested in how motivated communities of non-experts can participate in the collection of these datasets,
what artifacts and challenges are introduced by capturing data from such diverse populations, and how computer
vision and machine learning solutions to the complex geometric and image retrieval problems that I work on can
be made accessible and understandable to non-technical individuals, such as citizen journalists and law enforcement
investigators, through software interfaces designed specifically with non-experts in mind.
My research has focused on building very large datasets of images and their metadata, and the deep learning approaches
to digest and understand those datasets for a variety of tasks. These tasks include performing hotel-specific image
retrieval in order to locate victims of sex trafficking who have been photographed in hotels, making measurements of
the natural environment in time-lapse imagery to understand climate change, and observing how individuals interact
with the world around them in outdoor webcam images to support better design of the built environment. I am
particularly interested in how motivated communities of non-experts can participate in the collection of these datasets,
what artifacts and challenges are introduced by capturing data from such diverse populations, and how computer
vision and machine learning solutions to the complex geometric and image retrieval problems that I work on can
be made accessible and understandable to non-technical individuals, such as citizen journalists and law enforcement
investigators, through software interfaces designed specifically with non-experts in mind.
研究兴趣
论文共 29 篇作者统计合作学者相似作者
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Sai Shreyas Bhavanasi,Abby Stylianou
Applied Imagery Pattern Recognition Workshoppp.1-8, (2023)
Applied Imagery Pattern Recognition Workshoppp.1-6, (2023)
CoRR (2023)
NeurIPS (2023)
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crossref(2021)
arxiv(2021)
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