Update prez

otbtf_pres/index.html

@@ -57,6 +57,7 @@
         <section>
           <h2>In short</h2>
           <ul>
+            <li><h>Generic</h> framework for deep learning on rasters</li>
             <li>Developped at INRAE for <h>research</h>, <h>education</h> and <h>production</h>
             </li>
             <li>Use <h>deep learning</h> techniques on geospatial images</li>
@@ -67,7 +68,8 @@
             </ul>
           </ul>
           <br>
-          <img width="20%" data-src="illustrations/logo.png">
+          <br>
+          <img width="15%" data-src="illustrations/logo.png">
 
         </section>
 
@@ -153,7 +155,7 @@ otbcli_TensorflowModelServe                                     \
               <ul>
                 <li>Dedicated to model training</li>
                 <li>For data scientists</li>
-                <li>To go large scale</li>
+                <li>To go large scale with distributed training</li>
               </ul>
             </li>
           </ul>
@@ -258,7 +260,7 @@ tf_ds = TFRecords("/path/to/tfrecords_dir").read()
 
         <section  data-transition="fade">
           <h3>ModelBase</h3>
-          <h4><h>New in v3.3.0!</h></h4>
+          <h4><y>New</y> in v3.3.0!</h4>
           <br>
           <ul>
             <li>Ease the implementation of deep nets</li>
@@ -406,9 +408,11 @@ app.write("output_y.tif")
                 target="_blank">https://www.theia-land.fr/en/product/buildings-footprint/</a></p>
         </section>
 
+        <section data-background-image='illustrations/gif_2160.gif'></section>
+
         <section>
           <img width="60%" data-src="illustrations/masque_ssthrs.png">
-          <p><small><h>Forest mapping</h> at 1.5m spacing from ~1200 spot 6/7 images acquired between 2016 and 2020</small></p>
+          <p><small><h>Forest mapping</h> at 1.5m spacing from ~1200 spot 6/7 images acquired between 2016 and 2020. Copyright <h>INRAE</h>/<h>UMR TETIS</h>, <h>OSM</h></small></p>
         </section>
 
         <section>
@@ -418,6 +422,13 @@ app.write("output_y.tif")
           <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>
+        <section data-background-image='illustrations/sr4rs_okla.jpg'></section>
+        <section data-background-image='illustrations/sr4rs_baotou.jpg'></section>
+
         <section>
           <h4>Easy to run</h4>
           <pre style="width:1000px"><code data-trim class="bash">
@@ -438,7 +449,6 @@ python sr4rs/code/sr.py \
           <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">
 if __name__ == "__main__":
-    # Some secondary stuff to retrieve parameters values, etc
     ...
 
     # The important stuff
@@ -467,7 +477,6 @@ if __name__ == "__main__":
           <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">
 if __name__ == "__main__":
-    # Some secondary stuff to retrieve parameters values, etc
     ...
 
     # Using pyotb
@@ -488,14 +497,10 @@ if __name__ == "__main__":
     # if you need to write:
     infer.write("out", out_fn)
           </code></pre>
+          <img width="20%" data-src="illustrations/pyotbadvert.png">
         </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>
-        <section data-background-image='illustrations/sr4rs_okla.jpg'></section>
-        <section data-background-image='illustrations/sr4rs_baotou.jpg'></section>
 
         <section>
           <h3>Soil moisture mapping (Theia product)</h3>
@@ -571,9 +576,9 @@ if __name__ == "__main__":
               <ul>
                 <li>Beginners: from CLI from patches images</li>
                 <li>Developers: from python, using <i>otbtf.dataset</i> and otbtf.TFRecords classes</li>
-                <li>Distributed training easy with Tensorflow 2</li>
+                <li>Distributed training with Tensorflow 2</li>
               </ul>
-            <li>Run TensorFlow model in OTB <h>pipelines</h></li>
+            <li><h>Run models</h> in OTB pipelines</li>
           </ul>
         </section>
 
@@ -583,7 +588,7 @@ if __name__ == "__main__":
             <li>Improve <h>python API</h></li>
             <li>More <h>examples and applications</h> out of the box</li>
             <li>Lighter <h>docker</h> images</li>
-            <li>Fix OTB x TensorFlow compilation issues</li>
+            <li>Fix OTB x TensorFlow compilation limitations</li>
             <li>Integration in <h>pyotb</h></li>
           </ul>