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diff --git a/slides/illustrations/pansharpening_google_search_final_speedup.mp4 b/slides/illustrations/pansharpening_google_search_final_speedup.mp4
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diff --git a/slides/illustrations/pansharpening_pyotb_laptop_speedup.mp4 b/slides/illustrations/pansharpening_pyotb_laptop_speedup.mp4
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diff --git a/slides/index.html b/slides/index.html
index 693f856e72a1b363c81620b7a1071d39c6548e86..3fa30b756749cdcb97964b0df6e4a9932408546b 100644
--- a/slides/index.html
+++ b/slides/index.html
@@ -25,9 +25,16 @@
 	<div class="slides">
 
 	<!-- I/ PREMIERE PAGE -->
-	<section data-background-image='illustrations/background.png'> 
-		<h1>pyotb: A pythonic extension of Orfeo Toolbox</h1>
+	<section style="vertical-align: sub;" data-background-image='illustrations/background.png'> 
+		</br>
+		<h1>pyotb</h1>
+		<h1small>A pythonic extension of Orfeo Toolbox</h1small>
 		</br>
+		<h4small>a remote sensing Python library</h4small>
+		</br>
+		<figure>
+			<img src="illustrations/otb_logo.png" width=10%/>
+		</figure>
 		<p>Nicolas Narçon<sup>1</sup>, Rémi Cresson<sup>1</sup>, Vincent Delbar<sup>2</sup></p>
 		<p>(1) INRAE, (2) La TeleScop</p>
 		<br>
@@ -46,72 +53,38 @@
 	<section>
 
 		<section data-background-image='illustrations/background.png'> 
-			<h2>What a developer goes trough</h2>
-			<video data-autoplay width=70% src="illustrations/pansharpening_google_search_final_speedup.mp4"></video>
-		</section>
-
-		<section data-background-image='illustrations/background.png'> 
-			<h3>Issues</h3>
-			</br>
-			<img style='vertical-align:middle' src="illustrations/cons.png" width=5%/>
-			<span>Con n°1:</span>
-			</br></br>
-			<ul>
-				<li>Not many well-eshtablished Python Open Source remote sensing solutions -> trust?</li>
-				<li>Need to implement/adapt some algorithms -> loss of time</li>
-			</ul>	
-			</br></br>
-			<br>
+			<h3>What a Python developer goes trough</h3>
+			<h4>Searching for pansharpening</h4>
+			<video data-autoplay width=70% data-src="illustrations/pansharpening_google_search_final_speedup.mp4"></video>
 		</section>
 		
 		
 		<section data-background-image='illustrations/background.png'> 
-			<h2>Pansharpening in Python</h2>
-			<video data-autoplay width=70% src="illustrations/pansharpening_memory_error_rasterio_speedup.mp4"></video>
+			<h3>What a Python developer goes trough</h3>
+			<h4>Trying the pansharpening</h4>
+			<video data-autoplay width=70% data-src="illustrations/pansharpening_memory_error_rasterio_speedup.mp4"></video>
 		</section>
 		
-		<section>
+		<section data-background-image='illustrations/background.png'>
+		<h3>What a Python developer goes trough</h3>
 		<figure>
-			<img src="illustrations/memory_error.png" width=80%/>
+			<img data-src="illustrations/memory_error.png" width=75%/>
 		</figure>
 		<figure>
-			<img src="illustrations/michael_meme.png" width=50%/>
+			<img data-src="illustrations/michael_meme.png" width=40%/>
 		</figure>
 		</section>
 		
-
-		
-		
 		<section data-background-image='illustrations/background.png'> 
-			<h3>Issues</h3>
+			<h3>What a Python developer goes trough</h3>
 			</br>
-			<figure>
-				<img src="illustrations/cons.png" width=5%/>
-				<figcaption>Con n°2:</figcaption>
-			</figure>
-			<ul>
-				<li>Satellite image processing do not fit in RAM</li>
-			</ul>
-			
-			<span>Solution: by hand tiling ?</span>
-			 <pre><code data-trim class="python">
-			for i in range(0, size, chunk_size):
-			    # Reading image
-			    with rasterio.open('image.tif'):
-			        ...
-			</code></pre>
-
+			<img style='vertical-align:middle' data-src="illustrations/cons.png" width=3%/>
+			<span>Satellite image processing does not fit in RAM</span>
 			<br>
-		</section>
-		
-
-		<section data-markdown>
-			<textarea data-template>
-### Whatever
-| Test  | Test        | Description |
-| ---- | ---------- | ----------- |
-| 1    | 0 | ssss |
-			</textarea>
+			<img style='vertical-align:middle' data-src="illustrations/cons.png" width=3%/>
+			<span>Hard to find high-level Python Open Source remote sensing solutions</span>
+			
+			
 		</section>
 	</section>
 	
@@ -121,10 +94,25 @@
 	<section>
 
 	<section data-background-image='illustrations/background.png'> 
-		<h2>pyotb: remote sensing made easy</h2>
-		<video data-autoplay width=70% src="illustrations/pansharpening_pyotb_laptop_speedup.mp4"></video>
+		<h3>pyotb: remote sensing made easy</h3>
+		<video data-autoplay width=70% data-src="illustrations/pansharpening_pyotb_laptop_speedup.mp4"></video>
 	</section>
 	
+	<section data-background-image='illustrations/background.png'>
+		<h3>pyotb: remote sensing made easy</h3>
+		<img style='vertical-align:middle' data-src="illustrations/pros.png" width=3%/>
+		<span>Many already implemented remote sensing solutions in Orfeo Toolbox</span>
+		<br>
+		<img style='vertical-align:middle' data-src="illustrations/pros.png" width=3%/>
+		<span>Fits in RAM</span>
+		<br>
+		<img style='vertical-align:middle' data-src="illustrations/pros.png" width=3%/>
+		<span>Easy to write</span>
+		<figure>
+			<img data-src="illustrations/thumbs_up.gif" width=40%/>
+		</figure>
+		</section>
+	
 	</section>
 	
 	
@@ -133,6 +121,8 @@
 	<section>
 	<section data-background-image='illustrations/background.png'> 
 		<h2>Performance comparison</h2>
+		pyotb : 4 minutes: 3 min for processing, using up to 8 CPU cores + 1 min for writing
+		rasterio simple browley : 11 minutes : 10 min, using 1 CPU core + 1 min for writing
 	</section>
 	</section>
 	
diff --git a/slides/otb.css b/slides/otb.css
index 2d061a4892c03a7b01081d25572ff42fdb29251a..07b2bf4b29d03258fb30b48c8548ff55278b0d28 100644
--- a/slides/otb.css
+++ b/slides/otb.css
@@ -79,6 +79,7 @@ y {
   font-family: Impact, sans-serif;},
 .reveal h4 {
   color: #000000;},
+.reveal h4small,
 .reveal h5,
 .reveal h6 {
   margin: 0 0 20px 0;
@@ -89,10 +90,14 @@ y {
   letter-spacing: normal;
   text-transform: uppercase;
   text-shadow: none;
-  word-wrap: break-word; }
+  word-wrap: break-word; },
+.reveal h1small
 
 .reveal h1 {
   font-size: 3.77em; }
+  
+.reveal h1small {
+  font-size: 2.11em; text-transform: none;}
 
 .reveal h2 {
   font-size: 2.11em; }
@@ -102,9 +107,18 @@ y {
 
 .reveal h4 {
   font-size: 1em; }
+  
+.reveal h4small {
+  color: #000000;
+  font-size: 0.9em;
+  text-transform: none;
+  font-style: italic;}
 
 .reveal h1 {
   text-shadow: 0 1px 0 #ccc, 0 2px 0 #c9c9c9, 0 3px 0 #bbb, 0 4px 0 #b9b9b9, 0 5px 0 #aaa, 0 6px 1px rgba(0, 0, 0, 0.1), 0 0 5px rgba(0, 0, 0, 0.1), 0 1px 3px rgba(0, 0, 0, 0.3), 0 3px 5px rgba(0, 0, 0, 0.2), 0 5px 10px rgba(0, 0, 0, 0.25), 0 20px 20px rgba(0, 0, 0, 0.15); }
+  
+  .reveal h1small {
+  text-shadow: 0 1px 0 #ccc, 0 2px 0 #c9c9c9, 0 3px 0 #bbb, 0 4px 0 #b9b9b9, 0 5px 0 #aaa, 0 6px 1px rgba(0, 0, 0, 0.1), 0 0 5px rgba(0, 0, 0, 0.1), 0 1px 3px rgba(0, 0, 0, 0.3), 0 3px 5px rgba(0, 0, 0, 0.2), 0 5px 10px rgba(0, 0, 0, 0.25), 0 20px 20px rgba(0, 0, 0, 0.15); }
 
 /*********************************************
  * OTHER