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  1. Article

    Open Access

    DropConnect is effective in modeling uncertainty of Bayesian deep networks

    Deep neural networks (DNNs) have achieved state-of-the-art performance in many important domains, including medical diagnosis, security, and autonomous driving. In domains where safety is highly critical, an e...

    Aryan Mobiny, Pengyu Yuan, Supratik K. Moulik, Naveen Garg in Scientific Reports (2021)

  2. No Access

    Chapter and Conference Paper

    MorphSet: Improving Renal Histopathology Case Assessment Through Learned Prognostic Vectors

    Computer Aided Diagnosis (CAD) systems for renal histopathology applications aim to understand and replicate nephropathologists’ assessments of individual morphological compartments (e.g. glomeruli) to render ...

    Pietro Antonio Cicalese, Syed Asad Rizvi in Medical Image Computing and Computer Assis… (2021)

  3. No Access

    Chapter and Conference Paper

    Cooperative Anomaly Detection Model and Real-Time Update Strategy for Industrial Stream Data

    With the development of industrial Internet technology, more and more devices are brought into the industrial big data platform. To improve the efficiency of device maintenance, the industrial big data platfor...

    Tengjiang Wang, Pengyu Yuan, Cun Ji in Computer Supported Cooperative Work and So… (2021)

  4. No Access

    Chapter and Conference Paper

    StyPath: Style-Transfer Data Augmentation for Robust Histology Image Classification

    The classification of Antibody Mediated Rejection (AMR) in kidney transplant remains challenging even for experienced nephropathologists; this is partly because histological tissue stain analysis is often char...

    Pietro Antonio Cicalese, Aryan Mobiny in Medical Image Computing and Computer Assis… (2020)

  5. No Access

    Chapter and Conference Paper

    Few Is Enough: Task-Augmented Active Meta-learning for Brain Cell Classification

    Deep Neural Networks (or DNNs) must constantly cope with distribution changes in the input data when the task of interest or the data collection protocol changes. Retraining a network from scratch to combat th...

    Pengyu Yuan, Aryan Mobiny in Medical Image Computing and Computer Assis… (2020)

  6. No Access

    Chapter and Conference Paper

    DECAPS: Detail-Oriented Capsule Networks

    Capsule Networks (CapsNets) have demonstrated to be a promising alternative to Convolutional Neural Networks (CNNs). However, they often fall short of state-of-the-art accuracies on large-scale high-dimensiona...

    Aryan Mobiny, Pengyu Yuan in Medical Image Computing and Computer Assis… (2020)

  7. Article

    Open Access

    Interface Energy Coupling between β-tungsten Nanofilm and Few-layered Graphene

    We report the thermal conductance induced by few-layered graphene (G) sandwiched between β-phase tungsten (β-W) films of 15, 30 and 40 nm thickness. Our differential characterization is able to distinguish the th...

    Meng Han, Pengyu Yuan, **g Liu, Shuyao Si, **aolong Zhao, Yanan Yue in Scientific Reports (2017)