diff --git a/index.html b/index.html
index 1c8697a..ee987d6 100644
--- a/index.html
+++ b/index.html
@@ -249,7 +249,7 @@ <h4>Compositional Robustness</h4>
 		<h4>Multilinguality</h4>
 		<image style='border:1px solid #000000' src="/img/multilingual_alignment.png" class="img-responsive" alt="method"><br>	
 		<p>Evaluating the alignment of prompt embeddings as well as generated images across multiple languagese we show that well aligned embeddings enable the transfer of multiligualism to downstream tasks even for task-specific monolingual training data.</p>
-		
+		<image style='border:1px solid #000000' src="/img/multilingual_evaluation_graphs.png" class="img-responsive" alt="method"><br>	
 	</div>
         </div>
 		<div class="row">
@@ -258,6 +258,7 @@ <h3>
         Attention Manipulation for Multimodal inference
         </h3>
 	<p> Attention Manipulation allows us to weight image and text tokens at inference time and guide their influence on the resulting generation. </p>
+	<image style='border:1px solid #000000' src="/img/attn_manipulation.png" class="img-responsive" alt="method"><br>	
 	</div>
         </div>
 
@@ -267,14 +268,19 @@ <h3>
 	        Applications
 	        </h3>
 		<h4>Interleaved multilingual, multimodal prompting</h4>
+		<image style='border:1px solid #000000' src="/img/prompting_example.png" class="img-responsive" alt="method"><br>	
 		<h4>Image Composition</h4>
 		<p>MultiFusion increases expresivness in composition through arbitrary and flexible promptin of image and text sequences.</p>
+		<image style='border:1px solid #000000' src="/img/image_composition.png" class="img-responsive" alt="method"><br>	
 		<h4>Negative Prompting</h4>
 		<p>Negative prompting with images enables a more powerful supression than through text prompts.</p>
+		<image style='border:1px solid #000000' src="/img/negative_prompting.png" class="img-responsive" alt="method"><br>	
 		<h4>Style Modification</h4>
 		MultiFusion enables simple style transfer through one reference image capturing all the facets of a unique style such as color pallette, composition contrast, etc. making elaborate prompts obsolete. Additionally, MultiFusion enables highly individual prompting such as "in the style of a picture I drew".
+		<image style='border:1px solid #000000' src="/img/style_transfer.png" class="img-responsive" alt="method"><br>	
 		<h4>Image Variation</h4>
 		<p>MultiFusion produces meaningful image variations without the need for inversion or renoising if the input image.</p>
+		<image style='border:1px solid #000000' src="/img/image_variation.png" class="img-responsive" alt="method"><br>	
 	
 	</div>
         </div>