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Expand Up @@ -49,10 +49,13 @@ This work is an extension of the [FDL Europe 2019](https://fdleurope.org/) *"Dis

> G. Mateo-Garcia, J. Veitch-Michaelis, L. Smith, S. Oprea, G. Schumann, Y. Gal, Baydin G.A., Backes D. [Towards global flood mapping onboard low cost satellites with machine learning](https://www.nature.com/articles/s41598-021-86650-z). _Scientific Reports 11, 7249_ (2021). DOI: 10.1038/s41598-021-86650-z
This work has been further extended in:
FDL work has been further extended in the following paper where better models are proposed and trained on a curated version of the *WorldFloods* dataset.

> E. Portalés-Julià, G. Mateo-García, C. Purcell, and L. Gómez-Chova [Global flood extent segmentation in optical satellite images](https://www.nature.com/articles/s41598-023-47595-7). _Scientific Reports 13, 20316_ (2023). DOI: 10.1038/s41598-023-47595-7.
Additionally, ML4Floods models have been [deployed onboard a D-Orbit satellite](https://philab.esa.int/esa-explores-cognitive-computing-in-space-with-fdl-breakthrough-experiments/) where we conducted several experiments published in:

> Mateo-Garcia, G., Veitch-Michaelis, J., Purcell, C., Longepe, N., Reid, S., Anlind, A., Bruhn, F., Parr, J., & Mathieu, P. P. , [In-orbit demonstration of a re-trainable machine learning payload for processing optical imagery](https://www.nature.com/articles/s41598-023-34436-w), _Scientific Reports 13, 10391_ (2023). DOI: 10.1038/s41598-023-34436-w.
ML4Floods has been funded by the United Kingdom Space Agency (UKSA) and led by [Trillium Technologies](http://trillium.tech/). It has also been partially supported by the Spanish Ministry of Science and Innovation project PID2019-109026RB-I00 (MINECO-ERDF MCIN/AEI/10.13039/501100011033).

Expand All @@ -74,6 +77,21 @@ ML4Floods has been funded by the United Kingdom Space Agency (UKSA) and led by [
year = {2023},
pages = {20316},
}
@article{mateo-garcia_inorbit_2023,
title = {In-orbit demonstration of a re-trainable machine learning payload for processing optical imagery},
volume = {13},
issn = {2045-2322},
url = {https://www.nature.com/articles/s41598-023-34436-w},
doi = {10.1038/s41598-023-34436-w},
number = {1},
urldate = {2023-06-27},
journal = {Scientific Reports},
author = {Mateo-Garcia, Gonzalo and Veitch-Michaelis, Josh and Purcell, Cormac and Longepe, Nicolas and Reid, Simon and Anlind, Alice and Bruhn, Fredrik and Parr, James and Mathieu, Pierre Philippe},
month = jun,
year = {2023},
pages = {10391},
}
@article{mateo-garcia_towards_2021,
title = {Towards global flood mapping onboard low cost satellites with machine learning},
volume = {11},
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21 changes: 20 additions & 1 deletion content/config.html
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Expand Up @@ -426,10 +426,14 @@ <h2>About<a class="headerlink" href="#about" title="Permalink to this heading">#
<blockquote>
<div><p>G. Mateo-Garcia, J. Veitch-Michaelis, L. Smith, S. Oprea, G. Schumann, Y. Gal, Baydin G.A., Backes D. <a class="reference external" href="https://www.nature.com/articles/s41598-021-86650-z">Towards global flood mapping onboard low cost satellites with machine learning</a>. <em>Scientific Reports 11, 7249</em> (2021). DOI: 10.1038/s41598-021-86650-z</p>
</div></blockquote>
<p>This work has been further extended in:</p>
<p>FDL work has been further extended in the following paper where better models are proposed and trained on a curated version of the <em>WorldFloods</em> dataset.</p>
<blockquote>
<div><p>E. Portalés-Julià, G. Mateo-García, C. Purcell, and L. Gómez-Chova <a class="reference external" href="https://www.nature.com/articles/s41598-023-47595-7">Global flood extent segmentation in optical satellite images</a>. <em>Scientific Reports 13, 20316</em> (2023). DOI: 10.1038/s41598-023-47595-7.</p>
</div></blockquote>
<p>Additionally, ML4Floods models have been <a class="reference external" href="https://philab.esa.int/esa-explores-cognitive-computing-in-space-with-fdl-breakthrough-experiments/">deployed onboard a D-Orbit satellite</a> where we conducted several experiments published in:</p>
<blockquote>
<div><p>Mateo-Garcia, G., Veitch-Michaelis, J., Purcell, C., Longepe, N., Reid, S., Anlind, A., Bruhn, F., Parr, J., &amp; Mathieu, P. P. , <a class="reference external" href="https://www.nature.com/articles/s41598-023-34436-w">In-orbit demonstration of a re-trainable machine learning payload for processing optical imagery</a>, <em>Scientific Reports 13, 10391</em> (2023). DOI: 10.1038/s41598-023-34436-w.</p>
</div></blockquote>
<p>ML4Floods has been funded by the United Kingdom Space Agency (UKSA) and led by <a class="reference external" href="http://trillium.tech/">Trillium Technologies</a>. It has also been partially supported by the Spanish Ministry of Science and Innovation project PID2019-109026RB-I00 (MINECO-ERDF MCIN/AEI/10.13039/501100011033).</p>
</section>
<section id="citation">
Expand All @@ -448,6 +452,21 @@ <h2>Citation<a class="headerlink" href="#citation" title="Permalink to this head
<span class="n">year</span> <span class="o">=</span> <span class="p">{</span><span class="mi">2023</span><span class="p">},</span>
<span class="n">pages</span> <span class="o">=</span> <span class="p">{</span><span class="mi">20316</span><span class="p">},</span>
<span class="p">}</span>
<span class="nd">@article</span><span class="p">{</span><span class="n">mateo</span><span class="o">-</span><span class="n">garcia_inorbit_2023</span><span class="p">,</span>
<span class="n">title</span> <span class="o">=</span> <span class="p">{</span><span class="n">In</span><span class="o">-</span><span class="n">orbit</span> <span class="n">demonstration</span> <span class="n">of</span> <span class="n">a</span> <span class="n">re</span><span class="o">-</span><span class="n">trainable</span> <span class="n">machine</span> <span class="n">learning</span> <span class="n">payload</span> <span class="k">for</span> <span class="n">processing</span> <span class="n">optical</span> <span class="n">imagery</span><span class="p">},</span>
<span class="n">volume</span> <span class="o">=</span> <span class="p">{</span><span class="mi">13</span><span class="p">},</span>
<span class="n">issn</span> <span class="o">=</span> <span class="p">{</span><span class="mi">2045</span><span class="o">-</span><span class="mi">2322</span><span class="p">},</span>
<span class="n">url</span> <span class="o">=</span> <span class="p">{</span><span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">www</span><span class="o">.</span><span class="n">nature</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">articles</span><span class="o">/</span><span class="n">s41598</span><span class="o">-</span><span class="mi">023</span><span class="o">-</span><span class="mi">34436</span><span class="o">-</span><span class="n">w</span><span class="p">},</span>
<span class="n">doi</span> <span class="o">=</span> <span class="p">{</span><span class="mf">10.1038</span><span class="o">/</span><span class="n">s41598</span><span class="o">-</span><span class="mi">023</span><span class="o">-</span><span class="mi">34436</span><span class="o">-</span><span class="n">w</span><span class="p">},</span>
<span class="n">number</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span><span class="p">},</span>
<span class="n">urldate</span> <span class="o">=</span> <span class="p">{</span><span class="mi">2023</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mi">27</span><span class="p">},</span>
<span class="n">journal</span> <span class="o">=</span> <span class="p">{</span><span class="n">Scientific</span> <span class="n">Reports</span><span class="p">},</span>
<span class="n">author</span> <span class="o">=</span> <span class="p">{</span><span class="n">Mateo</span><span class="o">-</span><span class="n">Garcia</span><span class="p">,</span> <span class="n">Gonzalo</span> <span class="ow">and</span> <span class="n">Veitch</span><span class="o">-</span><span class="n">Michaelis</span><span class="p">,</span> <span class="n">Josh</span> <span class="ow">and</span> <span class="n">Purcell</span><span class="p">,</span> <span class="n">Cormac</span> <span class="ow">and</span> <span class="n">Longepe</span><span class="p">,</span> <span class="n">Nicolas</span> <span class="ow">and</span> <span class="n">Reid</span><span class="p">,</span> <span class="n">Simon</span> <span class="ow">and</span> <span class="n">Anlind</span><span class="p">,</span> <span class="n">Alice</span> <span class="ow">and</span> <span class="n">Bruhn</span><span class="p">,</span> <span class="n">Fredrik</span> <span class="ow">and</span> <span class="n">Parr</span><span class="p">,</span> <span class="n">James</span> <span class="ow">and</span> <span class="n">Mathieu</span><span class="p">,</span> <span class="n">Pierre</span> <span class="n">Philippe</span><span class="p">},</span>
<span class="n">month</span> <span class="o">=</span> <span class="n">jun</span><span class="p">,</span>
<span class="n">year</span> <span class="o">=</span> <span class="p">{</span><span class="mi">2023</span><span class="p">},</span>
<span class="n">pages</span> <span class="o">=</span> <span class="p">{</span><span class="mi">10391</span><span class="p">},</span>
<span class="p">}</span>

<span class="nd">@article</span><span class="p">{</span><span class="n">mateo</span><span class="o">-</span><span class="n">garcia_towards_2021</span><span class="p">,</span>
<span class="n">title</span> <span class="o">=</span> <span class="p">{</span><span class="n">Towards</span> <span class="k">global</span> <span class="n">flood</span> <span class="n">mapping</span> <span class="n">onboard</span> <span class="n">low</span> <span class="n">cost</span> <span class="n">satellites</span> <span class="k">with</span> <span class="n">machine</span> <span class="n">learning</span><span class="p">},</span>
<span class="n">volume</span> <span class="o">=</span> <span class="p">{</span><span class="mi">11</span><span class="p">},</span>
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