A package for generating synthetic data, using labelme and generating synthetic images.
Project description
Download the dataset:
kaggle datasets download -p microorganism-dataset sebastianjrz/microorganism-dataset --unzip
Files:
| File Name | Description |
|---|---|
data_generation_yolo_backgrounds.py |
Script to generate synthetic data using YOLO format |
create_input_images_from_labelme.py |
Script to extract labelme polygons into foreground images |
dataset_mixer.py |
Script to mix multiple datasets into one (eg. synthetic images and real images) |
labelme_to_yolo_extractor.py |
Script to convert labelme polygons into YOLO format (eg. use as additional real images) |
train_model.py |
Script to train a model using synthetic and real data (using the dataset_mixer.py script internally) |
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