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      <title>Fast unsupervised multi-scale characterization of urban landscapes based on earth observation data</title>
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    <abstract>Most remote sensing studies of urban areas focus on a single scale, using supervised methodologies and very few analyses focus on the "neighborhood" scale. The lack of multi-scale analysis, together with the scarcity of training and validation datasets in many countries lead us to propose a single fast unsupervised method for the characterization of urban areas. With the FOTOTEX algorithm, this paper introduces a texture-based method to characterize urban areas at three nested scales: macro-scale (urban footprint), meso-scale ("neighbourhoods") and micro-scale (objects). FOTOTEX combines a Fast Fourier Transform and a Principal Component Analysis to convert texture into frequency signal. Several parameters were tested over Sentinel-2 and Pleiades imagery on Bouake and Brasilia. Results showed that a single Sentinel-2 image better assesses the urban footprint than the global products. Pleiades images allowed discriminating neighbourhoods and urban objects using texture, which is correlated with metrics such as building density, built-up and vegetation proportions. The best configurations for each scale of analysis were determined and recommendations provided to users. The open FOTOTEX algorithm demonstrated a strong potential to characterize the three nested scales of urban areas, especially when training and validation data are scarce, and computing resources limited.</abstract>
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    <subject>
      <topic>remote sensing</topic>
      <topic>multi-scale</topic>
      <topic>unsupervised</topic>
      <topic>urban landscapes</topic>
      <topic>texture</topic>
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      <titleInfo>
        <title>Remote Sensing</title>
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          <number>13</number>
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          <number>12</number>
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          <list>2398 [26 ]</list>
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        <dateIssued>2021</dateIssued>
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    <identifier type="uri">https://www.documentation.ird.fr/hor/fdi:010082187</identifier>
    <identifier type="doi">10.3390/rs13122398</identifier>
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