Update app.py

app.py

@@ -21,7 +21,9 @@ examples = [['sample1.png'],
 
 title = "Restormer"
 description = """
-Gradio demo for <b>Restormer: Efficient Transformer for High-Resolution Image Restoration</b>, CVPR 2022--ORAL. <a href='https://arxiv.org/abs/2111.09881'>[Paper]</a><a href='https://github.com/swz30/Restormer'>[Github Code]</a>\n 
+Gradio demo for reconstruction of noisy scanned, photocopied documents\n
+using <b>Restormer: Efficient Transformer for High-Resolution Image Restoration</b>, CVPR 2022--ORAL. <a href='https://arxiv.org/abs/2111.09881'>[Paper]</a><a href='https://github.com/swz30/Restormer'>[Github Code]</a>\n
+<a href='https://medium.com/towards-data-science/effective-data-augmentation-for-ocr-8013080aa9fa'>[See my article for more details]</a>\n 
 <b> Note:</b> Since this demo uses CPU, by default it will run on the downsampled version of the input image (for speedup). But if you want to perform inference on the original input, then choose the option "Full Resolution Image" from the dropdown menu. 
 """