https://github.com/Djdefrag/NiceScaler

NiceScaler - image/video deeplearning upscaler (OpenCV)
https://github.com/Djdefrag/NiceScaler

amd gui intel nvidia opencv python super-resolution windows

Last synced: 3 months ago
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NiceScaler - image/video deeplearning upscaler (OpenCV)

• Host: GitHub
• URL: https://github.com/Djdefrag/NiceScaler
• Owner: Djdefrag
• License: mit
• Created: 2022-02-15T08:26:10.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2023-08-10T06:31:16.000Z (over 1 year ago)
• Last Synced: 2024-06-28T08:38:12.761Z (4 months ago)
• Topics: amd, gui, intel, nvidia, opencv, python, super-resolution, windows
• Language: Python
• Homepage:
• Size: 482 KB
• Stars: 121
• Watchers: 6
• Forks: 8
• Open Issues: 4
• Metadata Files:
  • Readme: README.md
  • Funding: .github/FUNDING.yml
  • License: LICENSE

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 Image/Video deeplearning upscaler app for Windows (OpenCV) 



    

         

    








      



## Credits.

ESPCN   (https://arxiv.org/pdf/1609.05158.pdf)

FSRCNN  (https://arxiv.org/pdf/1608.00367.pdf)

LapSRN  (https://arxiv.org/pdf/1710.01992.pdf)

## How is made.

NiceScaler is completely written in Python, from backend to frontend. External packages are:

- [ ] AI  -> OpenCV

- [ ] GUI -> Tkinter / Tkdnd / Sv_ttk / Win32mica

- [ ] Image/video -> OpenCV / Moviepy

- [ ] Packaging   -> Pyinstaller

## Requirements

- [ ] Windows 11 / Windows 10

- [ ] RAM >= 8Gb

- [ ] OpenCL compatible gpu

- [ ] CPU

## Features.

- [x] Easy to use GUI

- [x] Image/list of images upscale

- [x] Video upscale

- [x] Drag&drop files [image/multiple images/video]

- [x] Different upscale factors:

    - [x] x2   - 500x500px -> 1000x1000px

    - [x] x4   - 500x500px -> 2000x2000px

- [x] Cpu and Gpu backend

- [x] Compatible images - png, jpeg, bmp, webp, tif  

- [x] Compatible video  - mp4, wemb, gif, mkv, flv, avi, mov, qt 

## Next steps.

- [x] New GUI with Windows 11 style

- [x] Include audio for upscaled video

- [ ] Update libraries 

    - [x] Python 3.10 (expecting ~10% more performance) 

    - [ ] Python 3.11 (expecting ~30% more performance, now in beta)

## Known bugs.

- [ ] GPU upscaling does not work correctly with some gpus (use CPU instead)

- [ ] When running NiceScaler as Administrator, drag&drop is not working

## Example. 

![Original](https://github.com/Djdefrag/NiceScaler/assets/32263112/6aaf2f4c-2a33-415c-94cb-2b60ae60650d)