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paper fixes #62

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Jul 9, 2024
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paper fixes #62

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3c447fd
address joss paper comments
biplovbhandari Jul 9, 2024
57a28c5
add accompanying files
biplovbhandari Jul 9, 2024
6daf49c
add accompanying files
biplovbhandari Jul 9, 2024
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8 changes: 4 additions & 4 deletions paper/paper.bib
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Expand Up @@ -113,8 +113,8 @@ @article{Wu2020
}

@misc{rastervision,
author="Azavea/Element 84, Robert Cheetham",
doi="10.5281/zenodo.11123303",
title="{Raster Vision: An open source library and framework for deep learning on satellite and aerial imagery (2017-2023)}",
url="https://github.com/azavea/raster-vision"
title="{Raster Vision: An open source library and framework for deep learning on satellite and aerial imagery (2017-2023)}",
url="https://github.com/azavea/raster-vision",
author="Fishgold, Lewis and Hassan, Adeel and Emanuele, Rob and McClain, James and Kassel, Simon and Zhao, Annie and {jpolchlo} and Morrison, Joe and Bakker, Laurens and Santucci, James and Holeman, Nathan and {rbreslow} and {Taylor} and Park, Bborie and Liedman, Per and Kalra, Umang and Sani, Ammar and Meier, Andreas and Brown, Chris and McCallum, Chuck and Kettler, Cole and Cheipesh, Eugene and {Grigory} and Maleski, Jerome and Bertrand, Matt and Uryu, Shinya",
doi="10.5281/zenodo.8018177",
}
40 changes: 33 additions & 7 deletions paper/paper.jats
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Original file line number Diff line number Diff line change
Expand Up @@ -136,10 +136,11 @@ a Creative Commons Attribution 4.0 International License (CC BY
<p>Several unified libraries like torchgeo
(<xref alt="Stewart et al., 2022" rid="ref-Stewart_TorchGeo_Deep_Learning_2022" ref-type="bibr">Stewart
et al., 2022</xref>) and rastervision
(<xref alt="Azavea/Element 84, n.d." rid="ref-rastervision" ref-type="bibr">Azavea/Element
84, n.d.</xref>) exists, but they are primarily targeted for PyTorch
user community. Some efforts for GEE &amp; TensorFlow users, such as
geemap (<xref alt="Wu, 2020" rid="ref-Wu2020" ref-type="bibr">Wu,
(<xref alt="Fishgold et al., n.d." rid="ref-rastervision" ref-type="bibr">Fishgold
et al., n.d.</xref>) exists, but they are primarily targeted for
PyTorch user community. Some efforts for GEE &amp; TensorFlow users,
such as geemap
(<xref alt="Wu, 2020" rid="ref-Wu2020" ref-type="bibr">Wu,
2020</xref>), are mostly used for classical ML approaches like Random
Forest, while
<ext-link ext-link-type="uri" xlink:href="https://github.com/opengeos/geospatial-ml">geospatial-ml</ext-link>
Expand Down Expand Up @@ -180,7 +181,7 @@ a Creative Commons Attribution 4.0 International License (CC BY
<bold><monospace>servir-aces</monospace></bold>. Here we show how
<bold><monospace>servir-aces</monospace></bold> can be used for
crop-mapping related applications. Ideally, the same process can be
repeated for any of image segmentation task.</p>
repeated for any image segmentation task.</p>
</sec>
<sec id="servir-aces-functionality">
<title><bold><monospace>servir-aces</monospace></bold>
Expand Down Expand Up @@ -438,11 +439,36 @@ a Creative Commons Attribution 4.0 International License (CC BY
<ref id="ref-rastervision">
<element-citation>
<person-group person-group-type="author">
<name><surname>Azavea/Element 84</surname><given-names>Robert Cheetham</given-names></name>
<name><surname>Fishgold</surname><given-names>Lewis</given-names></name>
<name><surname>Hassan</surname><given-names>Adeel</given-names></name>
<name><surname>Emanuele</surname><given-names>Rob</given-names></name>
<name><surname>McClain</surname><given-names>James</given-names></name>
<name><surname>Kassel</surname><given-names>Simon</given-names></name>
<name><surname>Zhao</surname><given-names>Annie</given-names></name>
<string-name>jpolchlo</string-name>
<name><surname>Morrison</surname><given-names>Joe</given-names></name>
<name><surname>Bakker</surname><given-names>Laurens</given-names></name>
<name><surname>Santucci</surname><given-names>James</given-names></name>
<name><surname>Holeman</surname><given-names>Nathan</given-names></name>
<string-name>rbreslow</string-name>
<string-name>Taylor</string-name>
<name><surname>Park</surname><given-names>Bborie</given-names></name>
<name><surname>Liedman</surname><given-names>Per</given-names></name>
<name><surname>Kalra</surname><given-names>Umang</given-names></name>
<name><surname>Sani</surname><given-names>Ammar</given-names></name>
<name><surname>Meier</surname><given-names>Andreas</given-names></name>
<name><surname>Brown</surname><given-names>Chris</given-names></name>
<name><surname>McCallum</surname><given-names>Chuck</given-names></name>
<name><surname>Kettler</surname><given-names>Cole</given-names></name>
<name><surname>Cheipesh</surname><given-names>Eugene</given-names></name>
<string-name>Grigory</string-name>
<name><surname>Maleski</surname><given-names>Jerome</given-names></name>
<name><surname>Bertrand</surname><given-names>Matt</given-names></name>
<name><surname>Uryu</surname><given-names>Shinya</given-names></name>
</person-group>
<article-title>Raster Vision: An open source library and framework for deep learning on satellite and aerial imagery (2017-2023)</article-title>
<uri>https://github.com/azavea/raster-vision</uri>
<pub-id pub-id-type="doi">10.5281/zenodo.11123303</pub-id>
<pub-id pub-id-type="doi">10.5281/zenodo.8018177</pub-id>
</element-citation>
</ref>
</ref-list>
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2 changes: 1 addition & 1 deletion paper/paper.md
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Expand Up @@ -43,7 +43,7 @@ Several unified libraries like torchgeo [@Stewart_TorchGeo_Deep_Learning_2022] a

**`servir-aces`** is intended for development practitioners, researchers, scientists, software developers, and students who would like to utilize various freely available Earth Observation (EO) data using cloud-based GEE and TF ecosystem to perform large scale ML/DL related remote sensing applications.

We also provide several [notebook](https://github.com/SERVIR/servir-aces/tree/main/notebook) examples to showcase the usage of the **`servir-aces`**. Here we show how **`servir-aces`** can be used for crop-mapping related applications. Ideally, the same process can be repeated for any of image segmentation task.
We also provide several [notebook](https://github.com/SERVIR/servir-aces/tree/main/notebook) examples to showcase the usage of the **`servir-aces`**. Here we show how **`servir-aces`** can be used for crop-mapping related applications. Ideally, the same process can be repeated for any image segmentation task.

# **`servir-aces`** Functionality

Expand Down
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