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  1. No Access

    Chapter and Conference Paper

    Ordered Data Set Vectorization for Linear Regression on Data Privacy

    Many situations demand from publishing data without revealing the confidential information in it. Among several data protection methods proposed in the literature, those based on linear regression are widely u...

    Pau Medrano-Gracia, Jordi Pont-Tuset in Modeling Decisions for Artificial Intellig… (2007)

  2. No Access

    Chapter and Conference Paper

    Improving Microaggregation for Complex Record Anonymization

    Microaggregation is one of the most commonly employed microdata protection methods. This method builds clusters of at least k original records and replaces the records in each cluster with the centroid of the clu...

    Jordi Pont-Tuset, Jordi Nin in Modeling Decisions for Artificial Intellig… (2008)

  3. Chapter and Conference Paper

    Deep Retinal Image Understanding

    This paper presents Deep Retinal Image Understanding (DRIU), a unified framework of retinal image analysis that provides both retinal vessel and optic disc segmentation. We make use of deep Convolutional Neura...

    Kevis-Kokitsi Maninis, Jordi Pont-Tuset in Medical Image Computing and Computer-Assis… (2016)

  4. Chapter and Conference Paper

    Convolutional Oriented Boundaries

    We present Convolutional Oriented Boundaries (COB), which produces multiscale oriented contours and region hierarchies starting from generic image classification Convolutional Neural Networks (CNNs). COB is co...

    Kevis-Kokitsi Maninis, Jordi Pont-Tuset, Pablo Arbeláez in Computer Vision – ECCV 2016 (2016)

  5. Chapter and Conference Paper

    Iterative Deep Retinal Topology Extraction

    This paper tackles the task of estimating the topology of filamentary networks such as retinal vessels. Building on top of a global model that performs a dense semantical classification of the pixels of the im...

    Carles Ventura, Jordi Pont-Tuset in Patch-Based Techniques in Medical Imaging (2018)

  6. No Access

    Article

    The Open Images Dataset V4

    We present Open Images V4, a dataset of 9.2M images with unified annotations for image classification, object detection and visual relationship detection. The images have a Creative Commons Attribution license...

    Alina Kuznetsova, Hassan Rom, Neil Alldrin in International Journal of Computer Vision (2020)