Pixelfix is a web service that enhances the image quality by providing automatic image super resolution and image denoising based on two accurate and lightweight deep learning models.
- Pixelfix can upscale the low quality image with factor of 2, 3 or 4 to higher resolution image by using MCARN model.
- Pixelfix can reduce the image Gaussian noise with smoothing factor from 1 to 75 by using FFDENT model.
- Pixelfix can estimate value of smoothing factor automatically in order to preserve image details.
- For Single Image super resolution DIV2K Dataset was used as a training dataset.
- For Image denoising Waterloo Exploration database was used and corrupted with random noise levels.
- PSNR computes the peak signal-to-noise ratio, in decibels, between two images.
- SSIM (structural similarity) is used for measuring the similarity between two images.
- Marwan Morsy
- [Karim Gerges]
- Ahmed Reda
- Mohammed Bakr
- [Mostafa Shabana]
- [Wesam Yakout]
