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  • NYU Dataset

    Benchmark Dataset for Automatic Glottis Segmentation

    Alternate Title(s)
    BAGLS dataset
    Authors
    Pablo Gomez
    Andreas M. Kist
    Patrick Schlegel
    David A. Berry
    10 more author(s)...
    Description

    The Benchmark for Automatic Glottis Segmentation (BAGLS) dataset contains 59,250 high-speed laryngeal videoendoscopy frames and individually annotated segmentation masks obtained from anonymized recordings of 640 consenting subjects across multiple hospitals in Europe and the United States. Participating institutions were Boston University; Louisiana State University; New York University; Sint-Augustinus...

    Subject
    Anatomy
    Access Rights
    Free to All
  • NYU Dataset

    Multi-Contrast MRI of the Mouse Brain Estimates Histological Staining Intensity

    Authors
    Zifei Liang
    Choong H. Lee
    Tanzil M. Arefin
    Zijun Dong
    6 more author(s)...
    Description

    Magnetic resonance imaging (MRI) can image brain structure non-invasively and without ionizing radiation. However, inferring histopathological information from MRI remains challenging due to lack of direct links between MRI signals and cellular structures. This study showed that deep convolutional neural networks can estimate histological staining intensity directly from MRI signals developed using...

    Subject
    Anatomy
    Neuroscience
    Access Rights
    Free to All
  • NYU Dataset

    Radiologist and Deep Neural Network Predictions for Low-pass Filtered Mammograms

    Authors
    Taro Makino
    Stanisław Jastrzębski
    Witold Oleszkiewicz
    Celin Chacko
    17 more author(s)...
    Description

    Investigators manipulated images from the NYU Breast Cancer Screening Dataset to identify differences in the the features of perception used in diagnosis by radiologists versus deep neural networks (DNNs). Two studies were conducted. In the reader study, a set of 720 exams were processed with Gaussian low-pass filtering at varying severity levels and ten radiologists and five DNNs (trained on unperturbed...

    Subject
    Cancer
    Access Rights
    Free to All
  • NYU Dataset

    Automatic Mapping of Multiplexed Social Receptive Fields

    Authors
    Christian L. Ebbesen
    Robert C. Froemke
    Description

    Social interactions strongly impact the brain and the body. However, high-resolution descriptions of these important physical interactions and their neural correlates are lacking. This study described a hardware/software system and analysis pipeline that combines 3D videography, deep learning, physical modeling, and GPU-accelerated robust optimization with automatic analysis of neuronal receptive fields...

    Subject
    Neuroscience
    Access Rights
    Free to All
  • NYU Dataset

    In Utero Assessment of the Human Neural Connectome and Later Child Behavior

    Authors
    Moriah E. Thomason
    Description

    To examine the association between fetal behavior and brain development through childhood, investigators conducted a longitudinal study with 120 normal fetuses in utero through 36 months of age recruited between 2011 and 2018 from Hutzel Women’s Hospital in Detroit, Michigan using continuous four‐dimensional functional magnetic resonance imaging (fMRI). Twelve‐minute fMRI scans were conducted in 120...

    Subject
    Mental Health
    Neuroscience
    Pregnancy
    Access Rights
    Free to All
    Application Required
  • NYU Dataset

    Mapping the Landscape of Histomorphological Cancer Phenotypes Using Self-Supervised Learning on Unannotated Pathology Slides

    Authors
    Adalberto Claudio Quiros
    Nicolas Coudray
    Anna H. Yeaton
    Xinyu Yang
    12 more author(s)...
    Description

    Histomorphological Phenotype Learning (HPL) was developed as a self-supervised methodology to discriminatory features in microscopy images to aid in cancer diagnosis and management. The methodology partitions whole slide images (WSIs) into meaningful Histomorphological Phenotype Clusters (HPCs) that can be used to define and quantify morphological phenotypes which recur within and between cases. HPL...

    Subject
    Cancer
    Chronic Disease
    Access Rights
    Free to All
    Author Approval Required