agh-vqis 3.0.3

A Python wrapper for 18 image quality indicators.

agh-vqis

A Python package computing a set of image quality indicators (IQIs) for a given input video.

Following IQIs are included in the package:

• A set of 15 Video Quality Indicators (VQIs) developed by the team from AGH. See the following website for more information: https://qoe.agh.edu.pl/indicators/.
• Our Python reimplementation of the Colourfulness IQI. See this paper for more information regarding this IQI.
• Blur Amount IQI. See package's Python Package Index web page for more information.
• UGC IQI (User-generated content).

Authors: Jakub Nawała <[e-mail]>, Filip Korus <[e-mail]>

Requirements

• ffmpeg - version >= 4.4.2
• Python - version >= 3.9

Installation

pip install agh_vqis

Usage

1. Single multimedia file:

   from agh_vqis import process_single_mm_file, VQIs
   from pathlib import Path
   
   if __name__ == '__main__':
       process_single_mm_file(Path('/path/to/single/video.mp4'))
   

2. Folder with multimedia files:

   from agh_vqis import process_folder_w_mm_files, VQIs
   from pathlib import Path
   
   if __name__ == '__main__':
       process_folder_w_mm_files(Path('/path/to/multimedia/folder/'))
   

3. Options parameter - in either process_single_mm_file and process_folder_w_mm_files function options could be provided as an optional argument. It is being passed to function as a dictionary like below.

    process_single_mm_file(Path('/path/to/single/video.mp4'), options={
         VQIs.contrast: False,  # disable contrast indicator
         VQIs.colourfulness: False,  # disable colourfulness indicator
    })
   

4. How to disable/enable indicators to count? Every indicator is enabled by default except blue_amount due to long computing time. To disable one of following indicators (blockiness, SA, letterbox, pillarbox, blockloss, blur, TA, blackout, freezing, exposure, contrast, interlace, noise, slice, flickering, colourfulness, ugc) pass

   VQIs.indicator_name: False
   

   to options dictionary. Whereas to enable blur_amount indicator pass True value.

5. agh-vqis package could be used from command line interface as well. For example:

   python3 -m agh_vqis /path/to/single/movie.mp4 # will run VQIS for single file
   

   or

   python3 -m agh_vqis /path/to/multimedia/folder/ # will run VQIS for folder
   

   Whereas this command will display help:

   $ python3 -m agh_vqis -h
   

6. Supported multimedia files: mp4, y4m, mov, mkv, avi, ts, jpg, jpeg, png, gif, bmp.

7. First row of the output CSV file contains header with image quality indicators (IQIs) names, whereas each row below the header represents single video frame from the input video file. Each column provides a numerical result as returned by a given IQI when applied to the respective frame.

8. Cast chosen indicators for different resolutions (experimental). For example: to cast Blur to 1440p and Blockiness to 2160p you should pass two additional lines in options dictionary like below.

    from agh_vqis import process_single_mm_file, CastVQI, DestResolution
    from pathlib import Path
    
    if __name__ == '__main__':
        process_single_mm_file(Path('/path/to/single/video.mp4'), options={
           CastVQI.blur: DestResolution.p1440,
           CastVQI.blockiness: DestResolution.p2160
        })

Available casts

Blockiness:

• 1080p -> 1440p
• 1080p -> 2160p
• 1440p -> 2160p
• 2160p -> 1440p

Blur:

• 1080p -> 1440p
• 1080p -> 2160p
• 1440p -> 1080p
• 1440p -> 2160p
• 2160p -> 1080p
• 2160p -> 1440p
• 240p -> 360p
• 240p -> 480p
• 360p -> 240p
• 360p -> 480p
• 360p -> 720p
• 480p -> 240p
• 480p -> 360p
• 480p -> 720p
• 720p -> 1080p
• 720p -> 360p
• 720p -> 480p

Contrast:

• 1080p -> 1440p
• 1080p -> 2160p
• 1080p -> 240p
• 1080p -> 360p
• 1080p -> 480p
• 1080p -> 720p
• 1440p -> 1080p
• 1440p -> 2160p
• 1440p -> 240p
• 1440p -> 360p
• 1440p -> 480p
• 1440p -> 720p
• 2160p -> 1080p
• 2160p -> 1440p
• 2160p -> 240p
• 2160p -> 360p
• 2160p -> 480p
• 2160p -> 720p
• 240p -> 1080p
• 240p -> 1440p
• 240p -> 2160p
• 240p -> 360p
• 240p -> 480p
• 240p -> 720p
• 360p -> 1080p
• 360p -> 1440p
• 360p -> 2160p
• 360p -> 240p
• 360p -> 480p
• 360p -> 720p
• 480p -> 1080p
• 480p -> 1440p
• 480p -> 2160p
• 480p -> 240p
• 480p -> 360p
• 480p -> 720p
• 720p -> 1080p
• 720p -> 1440p
• 720p -> 2160p
• 720p -> 240p
• 720p -> 360p
• 720p -> 480p

Exposure(bri):

• 1080p -> 1440p
• 1080p -> 2160p
• 1080p -> 360p
• 1080p -> 480p
• 1080p -> 720p
• 1440p -> 1080p
• 1440p -> 2160p
• 1440p -> 480p
• 1440p -> 720p
• 2160p -> 1080p
• 2160p -> 1440p
• 2160p -> 720p
• 240p -> 360p
• 240p -> 480p
• 240p -> 720p
• 360p -> 1080p
• 360p -> 240p
• 360p -> 480p
• 360p -> 720p
• 480p -> 1080p
• 480p -> 1440p
• 480p -> 240p
• 480p -> 360p
• 480p -> 720p
• 720p -> 1080p
• 720p -> 1440p
• 720p -> 2160p
• 720p -> 240p
• 720p -> 360p
• 720p -> 480p

Interlace:

• 1080p -> 1440p
• 240p -> 360p
• 360p -> 240p
• 360p -> 480p
• 480p -> 360p
• 480p -> 720p
• 720p -> 1080p
• 720p -> 480p

Noise:

• 1080p -> 1440p
• 1080p -> 2160p
• 1440p -> 1080p
• 1440p -> 2160p
• 2160p -> 1440p
• 240p -> 360p
• 360p -> 240p
• 360p -> 480p
• 480p -> 360p
• 480p -> 720p
• 720p -> 480p

License

The agh-vqis Python package is provided via the Evaluation License Agreement.