Deep Learning and Computer Vision

Presentations

• Can (Almost) Unsupervised Artificial Intelligence Learn Chemistry and Physics from Microscopic Observations?

  Invited

  March 18, 2021, 12:30 PM – March 18, 2021, 1:06 PM

  Presenters

  • Sergei Kalinin

    Oak Ridge National Lab, Oak Ridge National Laboratory

  Authors

  • Sergei Kalinin

    Oak Ridge National Lab, Oak Ridge National Laboratory

  View abstract →

• RG-Flow: A hierarchical and explainable flow model based on renormalization group and sparse prior

  ORAL

  March 18, 2021, 1:06 PM – March 18, 2021, 1:18 PM

  Presenters

  • Hong-Ye Hu

    University of California, San Diego

  Authors

  • Hong-Ye Hu

    University of California, San Diego

  • Dian Wu

    University of California, San Diego

  • Yizhuang You

    University of California, San Diego, Department of Physics, University of California, San Diego

  • Bruno Olshausen

    Berkeley AI Research, Berkeley

  • Yubei Chen

    Berkeley AI Research, Berkeley

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• High throughput detection and quantification of <i>Giardia lamblia</i> cysts using holographic imaging flow-cytometry and deep learning

  ORAL

  March 18, 2021, 1:18 PM – March 18, 2021, 1:30 PM

  Presenters

  • Zoltan Gorocs

    University of California, Los Angeles

  Authors

  • Zoltan Gorocs

    University of California, Los Angeles

  • David Baum

    University of California, Los Angeles

  • Fang Song

    University of California, Los Angeles

  • Kevin de Haan

    University of California, Los Angeles

  • Hatice Ceylan Koydemir

    University of California, Los Angeles

  • Yunzhe Qui

    University of California, Los Angeles

  • Zilin Cai

    University of California, Los Angeles

  • Thamira Skandakumar

    University of California, Los Angeles

  • Spencer Peterman

    University of California, Los Angeles

  • Miu Tamamitsu

    University of California, Los Angeles

  • Aydogan Ozcan

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

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• Machine learning the Biot-Savart law from quantum sensor data

  ORAL

  March 18, 2021, 1:30 PM – March 18, 2021, 1:42 PM

  Presenters

  • Mark Ku

    Physics and Astronomy & Materials Science and Engineering, University of Delaware, University of Delaware

  Authors

  • Mark Ku

    Physics and Astronomy & Materials Science and Engineering, University of Delaware, University of Delaware

  • Matthew J Turner

    Quantum Technology Center, University of Maryland, University of Maryland, College Park

  • Danyal Bhutto

    Biomedical Engineering, Boston University

  • Bo Zhu

    Athinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School and Massachusetts General Hospital

  • Matthew Rosen

    Athinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School and Massachusetts General Hospital

  • Ronald L Walsworth

    Quantum Technology Center, University of Maryland, University of Maryland, College Park

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• Trainable Diffractive Surfaces for Spectral Encoding of Spatial Information

  ORAL

  March 18, 2021, 1:42 PM – March 18, 2021, 1:54 PM

  Presenters

  • Jingxi Li

    University of California, Los Angeles

  Authors

  • Jingxi Li

    University of California, Los Angeles

  • Deniz Mengu

    University of California, Los Angeles

  • Nezih Tolga Yardimci

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Yi Luo

    University of California, Los Angeles

  • Xurong Li

    University of California, Los Angeles

  • Muhammed Veli

    University of California, Los Angeles

  • Yair Rivenson

    University of California, Los Angeles

  • Mona Jarrahi

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Aydogan Ozcan

    University of California, Los Angeles

  View abstract →

• Ensemble learning enhances the inference accuracy of diffractive deep neural networks

  ORAL

  March 18, 2021, 1:54 PM – March 18, 2021, 2:06 PM

  Presenters

  • Md Sadman Sakib Rahman

    University of California, Los Angeles

  Authors

  • Md Sadman Sakib Rahman

    University of California, Los Angeles

  • Jingxi Li

    University of California, Los Angeles

  • Deniz Mengu

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Yair Rivenson

    Electrical and Computer Engineering, University of California, Los Angeles, University of California, Los Angeles

  • Aydogan Ozcan

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

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• Increased Computation Speed of Neural Network-Aided Computer Vision Via Coded Diffraction of Off-Axis Optical Vorticies

  ORAL

  March 18, 2021, 2:06 PM – March 18, 2021, 2:18 PM

  Presenters

  • Altai Perry

    University of California, Riverside

  Authors

  • Altai Perry

    University of California, Riverside

  • Baurzhan Muminov

    University of California, Riverside

  • Luat T. Vuong

    University of California, Riverside

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• Misalignment Insensitive Diffractive Optical Networks

  ORAL

  March 18, 2021, 2:18 PM – March 18, 2021, 2:30 PM

  Presenters

  • Deniz Mengu

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  Authors

  • Deniz Mengu

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Yifan Zhao

    Electrical and Computer Engineering, University of California, Los Angeles

  • Nezih Tolga Yardimci

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Yair Rivenson

    Electrical and Computer Engineering, University of California, Los Angeles, University of California, Los Angeles

  • Mona Jarrahi

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Aydogan Ozcan

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

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• Terahertz Pulse Engineering Using Diffractive Optical Networks

  ORAL

  March 18, 2021, 2:30 PM – March 18, 2021, 2:42 PM

  Presenters

  • Muhammed Veli

    University of California, Los Angeles

  Authors

  • Muhammed Veli

    University of California, Los Angeles

  • Deniz Mengu

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Nezih Tolga Yardimci

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Yi Luo

    University of California, Los Angeles

  • Jingxi Li

    University of California, Los Angeles

  • Yair Rivenson

    University of California, Los Angeles

  • Mona Jarrahi

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  • Aydogan Ozcan

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

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• Early detection and classification of live bacteria using holography and deep learning

  ORAL

  March 18, 2021, 2:42 PM – March 18, 2021, 2:54 PM

  Presenters

  • Hongda Wang

    University of California, Los Angeles

  Authors

  • Hongda Wang

    University of California, Los Angeles

  • Hatice Ceylan Koydemir

    University of California, Los Angeles

  • Yunzhe Qiu

    University of California, Los Angeles

  • Bijie Bai

    University of California, Los Angeles

  • Yibo Zhang

    University of California, Los Angeles

  • Yiyin Jin

    University of California, Los Angeles

  • Sabiha Tok

    University of California, Los Angeles

  • Enis Cagatay Yilmaz

    University of California, Los Angeles

  • Esin Gumustekin

    University of California, Los Angeles

  • Yair Rivenson

    University of California, Los Angeles

  • Aydogan Ozcan

    University of California, Los Angeles, Electrical and Computer Engineering, University of California, Los Angeles

  View abstract →