135 research outputs found

    Bridging the Gap: Simultaneous Fine Tuning for Data Re-Balancing

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    There are many real-world classification problems wherein the issue of data imbalance (the case when a data set contains substantially more samples for one/many classes than the rest) is unavoidable. While under-sampling the problematic classes is a common solution, this is not a compelling option when the large data class is itself diverse and/or the limited data class is especially small. We suggest a strategy based on recent work concerning limited data problems which utilizes a supplemental set of images with similar properties to the limited data class to aid in the training of a neural network. We show results for our model against other typical methods on a real-world synthetic aperture sonar data set. Code can be found at github.com/JohnMcKay/dataImbalance.Comment: Submitted to IGARSS 2018, 4 Pages, 8 Figure

    Incontri tirrenici: le relazioni fra Fenici, Sardi ed Etruschi in Sardegna (630-480 a.C.)

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    This research concerns the relations between Etruria and Sardinia in the period between 630 and 480 B.C. In particular, it was created a catalog of all etruscan imports of the Island, that includes both published materials and unpublished pieces from sites like Sulky-Sant'Antioco (CI), Monte Sirai Nuraghe and Sirai near Carbonia (CI). Based on these objective data, and its quantitative and qualitative analysis on the discovery contexts and on the type of imported vases, historical and archaeological reconstruction on the relations between Phoenicians, Sardinians and Etruscans have been proposed. The proposed hypotheses concerns the Sardinian and Phoenician market of the Island; furthermore, the Etruscan cities participating in the trade, and the analysis concerning the distribution routes and carriers, followed by the materials to arrive on the Island. Following the analysis of the object and the form of the archaic trade, an attempt to hypothesize who are the persons who buy Etruscan products and for which motivation was made. Based on the type of imported vessels, mainly concerning the consumption of wine, a phoenician "symposium" was tried to define. Finally, basing on a set of indicators, an attempt to figure out if Etruscans have directly attended the sardinian coasts, and if their exports had an impact, for example showing signs of imitation and inspiration, on the sardinian and phoenician local production, was made

    Topographical survey and digital models

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    In this paper we will briefly discuss the evolution of the solutions that the Chair ofEtruscology of the Bologna University applied to the topographic survey of the archaeological excavation in the Etruscan city of Marzabotto (BO). The operational choices, the instruments and the software used in the latest excavation fields will be presented here. We will then illustrate the applied experimental workflow and its possible further development in order to take full advantage of the possibilities and benefits offered by the 3D survey techniques
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