Free Open Source AI Image Upscaler with ESPCN, FSRCNN: NiceScaler

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NiceScaler is a free open-source AI image upscaler software you can use. It allows you to enlarge images up to 2x and 4x times in just a click. It has support for the 3 most popular AI image upscaling models. It is simple and straightforward software that you can run on Windows and other platforms with ease. One of the best things about this image upscaler is that it also supports upscaling videos using AI.

If you have some pixelated images then you can try to de-pixelate them by increasing their resolution. And NiceScaler here can help you with that. And not just images but you can feed it videos and it will work just fine. For images, it supports JPG, PNG, TIFF, WebP, and BMP formats. And for videos, it supports MP4, WebM. GIF, FLV, AVI, and MOB formats.

NiceScaler for now uses these three models.

  • ESPCN (https://arxiv.org/pdf/1609.05158.pdf): Efficient Sub-pixel Convolutional Neural Network. This neural network is a combination of many convolutional layers with a sub-pixel convolutional layer. It upscales a low-resolution image at the last known pixel shuffle stage.
  • FSRCNN (https://arxiv.org/pdf/1608.00367.pdf): Fast Super-Resolution Convolutional Neural Network. This is basically an imaging technique which upscales resolutions of a given image or photo. It is based on a simplistic neural network design which is quite faster and clearer.
  • LapSRN (https://arxiv.org/abs/1704.03915): Laplacian Pyramid Super-Resolution Network. It is basically a progressive super-resolution model which can super-resolve LR images in a coarse-to-fine Laplacian pyramid framework.

Links to the respective papers of the AI models have been given already. You can select any model from these 3 for upscaling your images and videos in NiceScaler.

Free Open Source AI Image Upscaler with ESPCN, FSRCNN NiceScaler

Using this Free Open-Source AI Image Upscaler to Enlarge Images:

Right now, only Windows binary releases are available for NiceScaler. You can download the EXE file from its GitHub releases. The EXE file is a self-contained executable. You just double click on its icon to launch it. The main interface of the NiceScaler looks like this.

NiceScaler Home

Now, you select a model from the list on the left side. Also, specify the enlarging parameters. For now, you can only enlarge the image up to double or 4 times their original size. Maybe in later updates, there will be more options.

NiceScaler Enter Parameters

Finally, drag and image that you want to enlarge and then drop it on the interface of NiceScaler. Click Upscale and then it will start enlarging the image. Depending on your computer speed and image’s size and resolution, it will take time accordingly.

NiceScaler in Action

In pretty much the same way, you can use it to enlarge videos as well. But it will take significantly more time to enlarge videos than images. So, you have to be patient and use GPU for fast processing.

NiceScaler Upscale Videos

In this way, you now use this simple and powerful AI upscaler for images and videos. The process to do that is very simple. You load the appropriate models and then just drag-drop input an image or video on it. It will take care of the enlarging process on its own. And when it is done, the enlarged image and video will be placed in the same folder as the source input image/video.

Closing thoughts:

We have covered AI image upscaler before and even a desktop image upscaler based on ESRGAN, but this one is here supporting different models and is a portable one. It is also comparatively fast and yields almost the same results. So, if you are looking for a quick and lite AI image enlarger then NiceScaler is the best option you can have.

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