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Building a Super-resolution Image Web-app
Latest   Machine Learning

Building a Super-resolution Image Web-app

Last Updated on July 24, 2023 by Editorial Team

Author(s): Aanisha Bhattacharyya

Originally published on Towards AI.

In this article, we will build a web-app trained on the SRCNN model.

The super-resolution web-app

On giving an image as input, it reconstructs a higher resolution image of the same. I made this app, as my pilot task for Tessellate coding. The task included finding a suitable model, making the inference algorithm, wrapping it in a REST API, and finally dockerizing the application.

For the task, I used Keras with a Tensorflow backend and Flask. This blog is about the same challenges I faced in the task, and how to overcome them when you are making your project.

For the model, I researched a bit on the topic of the super-resolution of the image, and… Read the full blog for free on Medium.

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Published via Towards AI

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