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By reducing the amount of required training images and increasing the size of images that can be processed, the new architecture can be used to answer important questions in many research fields. ....

University Of California San Francisco , United States , Noord Brabant , James Sethian , Wiskunde Informatica , Olivia Jain , Simon Mo , Carolyn Larabell , National Center , Computational Research Division , Mathematics For Energy Research Applications , Office Of Science , Department Of Energy , Scale Dense Convolution Neural Networks , University Of California , Scale Dense Convolution Neural Network , Berkeley Lab , Computational Imaging Group , Lawrence Berkeley National Laboratory , Proceedings Of The National Academy Sciences , Advanced Mathematics , Energy Research Applications , Computational Research , National Academy , Centrum Wiskunde , Labeled Image Data Engine ,