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Step CV-Pipeline: data_prep

This CV-Pipeline component is designed for processing the dataset: checking and cleaning the dataset, transforming the markup, dividing dataset samples into train, valid and test, reviewing and processing data.

Input data for step CV-Pipeline: data_prep

  • coco_datasets_images
    images of the downloaded dataset
  • coco_datasets_annotations
    annotation files of the downloaded dataset

The output of this step CV-Pipeline is

  • coco_train_dataset
    training dataset
  • coco_eval_dataset
    validation dataset
  • coco_test_dataset
    test dataset

How to run a step CV-Pipeline: data_prep

clone the repository: data_prep

git clone --recurse-submodules https://github.com/4-DS/obj_detect_binary-data_prep.git
cd obj_detect_binary-data_prep

run step CV-Pipeline:data_prep

python step.dev.py

or

step.prod.py

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