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Milestones

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  • Production-ready, portable code

    - Look into the steps necessary to create a CI/CD pipeline - Learn the ins and outs of Docker containers and their usability - Test and verify the pipeline in different environments

    Overdue by 4 year(s)
    •
    Due by June 19, 2021
    •2/2 issues closed
    100% complete0 open2 closed

  • Increase mIoU to at least 25%

    Bump up inferential performance of DeepGCN by: - looking into integrable modules (CRFs, interpolators, etc.) to achieve better fine-grained segmentation - Work with augmentation techniques - Look into optimizer choices + other hyperparameters

    Overdue by 4 year(s)
    •
    Due by July 11, 2021
    •5/5 issues closed
    100% complete0 open5 closed

  • Class imbalance

    Look into fixes/tweaks which specifically deal with handling heavily class-imbalanced datasets. Work with loss functions, class-weighting, etc. Verify with "trial" dataset splits and visualize results with TB logs. If none work --> constrain target vector to more feasible and easily identifiable classes (Vegetation, Terrain, Road, Car, etc.)

    Overdue by 4 year(s)
    •
    Due by May 21, 2021
    •2/2 issues closed
    100% complete0 open2 closed