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diff --git a/otbtf_pres/illustrations/tosca.png b/otbtf_pres/illustrations/tosca.png
index b3561ccae0d37aed014c8c05767e0db392620ba6..c1909002bb3819e1c7613c0cc415767df7ed0082 100644
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diff --git a/otbtf_pres/index.html b/otbtf_pres/index.html
index 487766d9b2828f20ad5b8fcc37cdcd2bb7332f9c..01a1caec486afc9091c7326ecc9dce5b72853381 100644
--- a/otbtf_pres/index.html
+++ b/otbtf_pres/index.html
@@ -93,7 +93,7 @@ docker pull mdl4eo/otbtf:3.3.0-gpu # GPU enabled
</section>
<section>
- <h4>TensorFlow graphs</h4>
+ <h2>TensorFlow graphs</h2>
<img width="17.5%" data-src="illustrations/computational_graph.gif">
<p><small>Source: the TensorFlow website</small></p>
</section>
@@ -126,7 +126,14 @@ otbcli_TensorflowModelServe \
-model.dir "/tmp/my_savedmodel" -model.fullyconv on \
-out "output.tif"
</code></pre>
-
+ </section>
+
+ <section>
+ <h2>Deep learning in Earth Observation</h2>
+ <h3><strike>Bridging the gap between DL and EO</strike></h3>
+ <h3>Bridging the gap between litterature and real life </h3>
+ <img width="40%" data-src="illustrations/listof.jpg">
+ <p><small>Made with imgflip.com</small></p>
</section>
</section>
@@ -263,7 +270,7 @@ tf_ds = TFRecords("/path/to/tfrecords_dir").read()
<h4><y>New</y> in v3.3.0!</h4>
<br>
<ul>
- <li>Ease the implementation of deep nets</li>
+ <li>Ease the <h>implementation of deep nets</h> in python</li>
<li>Provides all the necessary to work smoothly with TensorflowModelServe</li>
</ul>
<br>
@@ -271,7 +278,7 @@ tf_ds = TFRecords("/path/to/tfrecords_dir").read()
</section>
<section data-transition="fade">
- <h4>Model implementation example</h4>
+ <h4>Model implementation</h4>
<img width="48px" data-src="illustrations/python.png" style="float:left;padding-left:18%;margin:30px">
<pre style="width:1000px"><code data-trim class="python">
from otbtf import ModelBase
@@ -294,7 +301,7 @@ class MyModel(ModelBase):
</section>
<section data-transition="fade">
- <h4>Dataset preparation example</h4>
+ <h4>Dataset preparation</h4>
<img width="48px" data-src="illustrations/python.png" style="float:left;padding-left:18%;margin:30px">
<pre style="width:1000px"><code data-trim class="python">
def dataset_preprocessing_fn(examples):
@@ -372,8 +379,8 @@ app.write("output_y.tif")
<img width="50%" data-src="illustrations/fig12.10_new.png">
<br>
<p><h>Example</h>: simple U-Net like model for dense pixel classification</p>
+ <p><small>Cresson, R. (2020). Deep Learning for Remote Sensing Images with Open Source Software. CRC Press.</small></p>
</section>
-
</section>
@@ -388,24 +395,11 @@ app.write("output_y.tif")
</section>
<section>
- <h3>Rocks mapping</h3>
- <img width="40%" data-src="illustrations/telescop_cailloux.jpg">
- <p><small>Source:
- https://www.soslrc.com/2020/05/15/82-scientifiques-franc-comtois-signent-contre-le-casse-cailloux</small>
- </p>
- </section>
-
- <section>
- <img width="80%" data-src="illustrations/telescop_cap1.jpg">
- <p><small>Copyright <h>LaTeleScop</h> and <h>Damien MARAGE</h> (DREAL Bourgogne-Franche-Comté)</small></p>
- </section>
-
- <section>
- <h3>Large scale land cover mapping</h3>
+ <h2>Large scale land cover mapping</h2>
<h4>Semantic segmentation of buildings footprint over france mainland at 1.5m spacing</h4>
<img width="65%" data-src="illustrations/tosca.png">
- <p><a href="https://www.theia-land.fr/en/product/buildings-footprint"
- target="_blank">https://www.theia-land.fr/en/product/buildings-footprint/</a></p>
+ <p><small>Product available at <a href="https://www.theia-land.fr/en/product/buildings-footprint"
+ target="_blank">https://www.theia-land.fr/en/product/buildings-footprint/</a></small></p>
</section>
<section data-background-image='illustrations/gif_2160.gif'></section>
@@ -416,13 +410,12 @@ app.write("output_y.tif")
</section>
<section>
- <h3>Super-resolution</h3>
+ <h2>Super-resolution</h2>
<h>https://github.com/remicres/sr4rs</h>
<br>
<img width="40%" data-src="illustrations/sr4rs_logos.jpg">
</section>
-
<section data-background-image='illustrations/sr4rs_tours.jpg'></section>
<section data-background-image='illustrations/sr4rs_ams.jpg'></section>
<section data-background-image='illustrations/sr4rs_lisboa.jpg'></section>
@@ -500,22 +493,11 @@ if __name__ == "__main__":
<img width="20%" data-src="illustrations/pyotbadvert.png">
</section>
-
-
- <section>
- <h3>Soil moisture mapping (Theia product)</h3>
- <h4>Approx. 20 Theia products/month. More than 6k available products around the globe.</h4>
- <p>SAR backscattering model inversion using ANN from S1 and S2</p>
- <h>https://gitlab.irstea.fr/loic.lozach/AgriSoilMoisture</h>
- <br>
- <img width="40%" data-src="illustrations/soil_moisture.jpg">
- </section>
-
<section>
- <h3>Cloud removal in optical images</h3>
+ <h2>Cloud removal in optical images</h2>
<h>https://github.com/cnes/decloud</h>
<br>
- <img width="40%" data-src="illustrations/tetiscneslogo.png">
+ <img width="20%" data-src="illustrations/tetiscneslogo.png">
</section>
<section>
@@ -526,12 +508,12 @@ if __name__ == "__main__":
<section>
<img width="80%" data-src="illustrations/decloud_cap2.jpg">
- <p><small>Left: <h>original</h> Sentinel-2 image. Right: <h>reconstructed</h></p></small>
+ <p><small>Left: <h>original</h> Sentinel-2 image. Right: <h>reconstructed</h>. Copyright <h>INRAE</h>, <h>CESBIO</h>, <h>CNES</h> 2021</p></small>
</section>
<section>
<img width="80%" data-src="illustrations/decloud_cap1.jpg">
- <p><small>Left: <h>original</h> Sentinel-2 image. Right: <h>reconstructed</h>
+ <p><small>Left: <h>original</h> Sentinel-2 image. Right: <h>reconstructed</h>. Copyright <h>INRAE</h>, <h>CESBIO</h>, <h>CNES</h> 2021
</p></small>
</section>
@@ -542,12 +524,15 @@ if __name__ == "__main__":
</section>
- <section>
- <img width="65%" data-src="illustrations/decloud_anim.gif">
- <p><small>
- <h>4 years</h> of reconstructed optical time series (Occitanie area)</p></small>
+ <section data-transition="fade" data-transition-speed="slow">
+ <p>
+ <h>4 years</h> of reconstructed optical time series (Occitanie area).
+ Copyright <h>INRAE</h>, <h>CESBIO</h>, <h>CNES</h> 2021
+ </p>
</section>
+ <section data-background-image='illustrations/decloud_anim.gif'></section>
+
<section>
<h4>Read more</h4>
<br>
@@ -559,6 +544,29 @@ if __name__ == "__main__":
<img width="50%" data-src="illustrations/crga_os2_unet_slide3.png">
<p><small>Cresson, R., Narçon, N., Gaetano, R., Dupuis, A., Tanguy, Y., May, S., and Commandré, B.: COMPARISON OF CONVOLUTIONAL NEURAL NETWORKS FOR CLOUDY OPTICAL IMAGES RECONSTRUCTION FROM SINGLE OR MULTITEMPORAL JOINT SAR AND OPTICAL IMAGES, Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 1317–1326</small></p>
</section>
+
+ <section>
+ <h2>Rocks mapping from VHRS</h2>
+ <img width="40%" data-src="illustrations/telescop_cailloux.jpg">
+ <p><small>Source:
+ https://www.soslrc.com/2020/05/15/82-scientifiques-franc-comtois-signent-contre-le-casse-cailloux</small>
+ </p>
+ </section>
+
+ <section>
+ <img width="80%" data-src="illustrations/telescop_cap1.jpg">
+ <p><small>Copyright <h>LaTeleScop</h> and <h>Damien MARAGE</h> (DREAL Bourgogne-Franche-Comté)</small></p>
+ </section>
+
+ <section>
+ <h2>Soil moisture mapping from SAR</h2>
+ <h4>Approx. 20 Theia products/month. More than 6k available products around the globe.</h4>
+ <p>SAR backscattering model inversion using ANN from S1 and S2</p>
+ <h>https://gitlab.irstea.fr/loic.lozach/AgriSoilMoisture</h>
+ <br>
+ <img width="60%" data-src="illustrations/soil_moisture.jpg">
+ </section>
+
</section>
@@ -568,14 +576,14 @@ if __name__ == "__main__":
</section>
<section>
- <h3>What you can do with OTBTF</h3>
+ <h2>What you can do with OTBTF</h2>
<ul>
<li>Use the OTB applications to <h>create datasets</h> from vector/raster</li>
<li><h>Build models</h> in python</li>
<li><h>Train models </h>
<ul>
<li>Beginners: from CLI from patches images</li>
- <li>Developers: from python, using <i>otbtf.dataset</i> and otbtf.TFRecords classes</li>
+ <li>Developers: from python, using dataset classes</li>
<li>Distributed training with Tensorflow 2</li>
</ul>
<li><h>Run models</h> in OTB pipelines</li>
@@ -583,7 +591,7 @@ if __name__ == "__main__":
</section>
<section>
- <h3>Future work</h3>
+ <h2>Future work</h2>
<ul>
<li>Improve <h>python API</h></li>
<li>More <h>examples and applications</h> out of the box</li>
@@ -591,7 +599,11 @@ if __name__ == "__main__":
<li>Fix OTB x TensorFlow compilation limitations</li>
<li>Integration in <h>pyotb</h></li>
</ul>
+ </section>
+ <section>
+ <h2>Thank you for your attention</h2>
+ <h3>Questions? Thoughts?</h3>
</section>
</section>