otaviomguerra / teste-pratico-mobit

This project is my solution to the practical test for the role of Data Scientist at MOBIT Brasil LTDA

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No-Reference Image Quality Assessment (Mobit practical test)

This is my practical test for Data Scientist role at Mobit Brasil LTDA.

Author: Otávio A. M. Guerra

Steps to setup and execute the test application

  1. Clone this repository.

  2. Install docker.

  3. Build the project:

docker-compose build
  1. Run:
docker-compose run
  1. Open any web browser and access localhost:8501 to use the UI to test the application.

  2. [Optional]: Go to localhost:8000 to see REST API documentation.

Project structure and architecture

The project has the following architecture:

Project Architecture

OBS1: The quality score computes the BRISQUE score for any given image. See the paper for more details.

OBS2: The distortion classification service was NOT developed due to insufficient time 😕.

Final result

Application GIF

About

This project is my solution to the practical test for the role of Data Scientist at MOBIT Brasil LTDA

License:GNU General Public License v3.0


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Language:Python 90.2%Language:Dockerfile 9.8%