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

4. Run:

docker-compose run

5. Open any web browser and access localhost:8501 to use the UI to test the application.

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

Project structure and architecture

The project has the following 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