diff --git a/README.md b/README.md
index 0f6440d3992fe20aaa6e64be3d3fcaabb2d34347..3ccb7af5d586b931ea5d9def658b5e346f2dd9bb 100644
--- a/README.md
+++ b/README.md
@@ -118,7 +118,7 @@ In the cGAN architecture, we use a **PatchGAN** discriminator instead of a tradi
 
 For this project, we use a **70×70 PatchGAN**.
 
-_(Insert PatchGAN architecture diagram)_
+![patchGAN](images/patchGAN.png)
 
 ### **Results Comparison: 100 vs. 200 Epochs**
 
@@ -145,8 +145,11 @@ _(Insert PatchGAN architecture diagram)_
 - **Overfitting Issue:** Generalization is poor beyond 100 epochs.
 - **Limited Dataset Size (378 Images):** Restricts model’s diversity and quality.
 
-_(Insert example images for training set at 100 and 200 epochs)_
-_(Insert example images for evaluation set at 100 and 200 epochs)_
+#### Example image of training set at 100 and 200 epochs:
+![Example image for training set at 100 and 200 epochs](images/facades_trainingset_100_200_.png)
+
+#### Example images of evaluation set at 100 and 200 epochs:
+![Example images of evaluation set at 100 and 200 epochs](images/facades_valset_100_200_.png)
 
 ## Part 3: Diffusion Models