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Image super resolution using with Deep Convolutional Neural Networks

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egemengulpinar/Image-Super-Resolution-SRCNN

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Image-Super-Resolution-SRCNN

image

This repo represents a different perspective from Image Super-Resolution Using Deep Convolutional Networks.

I started and learned step-by-step and each COLAB practice includes the research paper instructions.

PSNR-SSIM Scores

I also checked PSNR and SSIM scores for each upscaling and downscaling statement. Also, I compared with Bicubic interpolation for checking the results.

For dataset-1

SSIM-PSNR-RESULT

For dataset-2

SSIM-PSNR-RESULT-2

Demo

srcnn-scaling

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