Image-Segmentation

Image-Segmentation on cityscapes-dataset

• Dataset overview : https://www.cityscapes-dataset.com/dataset-overview

• For dowload dataset see: dowload_data.ipynb :

  • First, you need to create an account in the web page. You will use your username and password in the first line of the script to login to the page.

  • In the first line, put your username and password. This will login with your credentials and keep the associated cookies.

  • In the second line, you need to provide the packageID paramater and it downloads the file.

  • packageIDs map like this in the website:

    • 1 -> gtFine_trainvaltest.zip (241MB)
    • 2 -> gtCoarse.zip (1.3GB)
    • 3 -> leftImg8bit_trainvaltest.zip (11GB)
    • 4 -> leftImg8bit_trainextra.zip (44GB)
    • 8 -> camera_trainvaltest.zip (2MB)
    • 9 -> camera_trainextra.zip (8MB)
    • 10 -> vehicle_trainvaltest.zip (2MB)
    • 11 -> vehicle_trainextra.zip (7MB)
    • 12 -> leftImg8bit_demoVideo.zip (6.6GB)
    • 28 -> gtBbox_cityPersons_trainval.zip (2.2MB)
• See original article at : https://github.com/cemsaz/city-scapes-script

Model overview:

• FCN

• Unet