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Mage.ai
A cool weekend project to enhance images on a website powered by Next.js + FastAPI implementing an ESRGAN model.
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Created on 1st November 2024
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M
Mage.ai
A cool weekend project to enhance images on a website powered by Next.js + FastAPI implementing an ESRGAN model.
The problem Mage.ai solves
MageAI is an advanced image upscaling web application powered by the Enhanced Super-Resolution Generative Adversarial Networks (ESRGAN). This application allows users to upload low-resolution images and receive hyper-realistic upscaled versions, leveraging state-of-the-art AI techniques.
Challenges I ran into
The major challenge lie at the core of implementing a model as complicated as an ESRGAN. Initially, I had begun with trying to implement the ESRGAN by myself. But soon I realised that there was extensive research papers already working on tasks very similar to what I seek to accomplish. I used these research papers to further my project and understood the model in-depth.
Technologies used
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