Added example annotation images

README.md

@@ -118,10 +118,21 @@ The **AUTOFISH** dataset comprises 1500 high-quality images of fish on a conveyo
 and a total of 18,160 instance segmentation masks.
 
 The fish are partitioned into 25 groups, with 14 to 24 fish in each group. Each fish only appears in one group, making it easy to create training splits. The
-number of fish and distribution of species in each group were pseudo-randomly selected to mimic real-world scenarios. Every group is partitioned into three subsets: *Set1*, *Set2*, and *All*. *Set1* and *Set2* contain half of the fish each, and none of the
+number of fish and distribution of species in each group were pseudo-randomly selected to mimic real-world scenarios. 
+
+Every group is partitioned into three subsets: *Set1*, *Set2*, and *All*. *Set1* and *Set2* contain half of the fish each, and none of the
 fish overlap or touch each other. *All* contains all the fish from the group, purposely placed in positions with high overlap. Every group directory contains 20 images for
 each set, where variation is introduced by changing the position and orientation of the fish. Exactly half of every set is with the fish on their one side, while the other
-half has the fish flipped. *See the dataset viewer for examples.*
+half has the fish flipped. 
+
+<p float="left">
+  <img src="example_images/1083.png" />
+  <img src="example_images/81.png"/>
+  <img src="example_images/298.png" /> 
+  <img src="example_images/765.png" />
+ <em>Example images from the dataset with overlayed annotations.</em>
+</p>
+
 
 The available classes are:
 - Cod