diff --git a/README.md b/README.md
index c18cade..a56b915 100644
--- a/README.md
+++ b/README.md
@@ -16,7 +16,7 @@ In this repo, I've implemented the watermark removal task, and the results are j
 
 Any watermarked image can be represented as the Hadamard product of `Original Image` and `Watermark`.
 
-So if we know what `Watermark` is, then its just a matter of training a generator that produces outputs, such that `Watermarked Image` is equal to `Generated Image * Watermark`. The authors propose to simply use L2 loss to minimize the distance between them.
+So if we know what `Watermark` is, then its just a matter of training a generator that produces outputs, such that `Watermarked Image` is equal to `Generated Image * Watermark`. And the authors propose to simply use L2 loss to minimize the distance between them. The generator simply takes the random noise with same height and width as of watermarked image, which we can regularize, and produces the outputs.
 
 Here's a sample test run-
 
@@ -122,6 +122,8 @@ Here are some sample overlays...
 
 ![Overlay example](outputs/watermark-unavailable/overlays/overlay2.png)
 
+And the final step is to simply follow the above training procedure, by simply replacing the supposedly given watermark with our drawn overlay.
+
 ## # Time for the results
 
 A sample progress of the generator:
@@ -156,4 +158,6 @@ A sample progress of the generator:
 
 ![Experiment result](outputs/watermark-unavailable/output6.png)
 
-As I said earlier, the outputs are highly realistic with almost unnoticeable artefacts.
\ No newline at end of file
+As I said earlier, the outputs are highly realistic with almost unnoticeable artefacts.
+
+# Author - Rishik Mourya
\ No newline at end of file
diff --git a/data/watermark-unavailable/masks/mask12.png b/data/watermark-unavailable/masks/mask12.png
new file mode 100644
index 0000000..5006cd2
Binary files /dev/null and b/data/watermark-unavailable/masks/mask12.png differ
diff --git a/data/watermark-unavailable/watermarked/watermarked1 - overmasked.jpg b/data/watermark-unavailable/watermarked/watermarked1 - overmasked.jpg
new file mode 100644
index 0000000..c61819c
Binary files /dev/null and b/data/watermark-unavailable/watermarked/watermarked1 - overmasked.jpg differ
diff --git a/data/watermark-unavailable/watermarked/watermarked6 - overmasked.jpg b/data/watermark-unavailable/watermarked/watermarked6 - overmasked.jpg
new file mode 100644
index 0000000..f719209
Binary files /dev/null and b/data/watermark-unavailable/watermarked/watermarked6 - overmasked.jpg differ