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dataset_processing's Introduction

dataset_processing

Description: Repository to explore any annotated dataset and create COCO styled JSON files to train object detectors on the annotated dataset. The repository supports XML and TXT files.

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Summary statistics

Images: 4080 
Categories: 20
Total instances: 32964

Usage for statistics only

python main.py --root_dir /data/annotated_dataset --output_dir /data/annotated_dataset/annotations --image_format jpg --annotation_format txt --xml2txt --stats

Usage for txt to json conversion

python main.py --root_dir /data/annotated_dataset --output_dir /data/annotated_dataset/annotations --image_format jpg --annotation_format txt --xml2txt --txt2json --train_ratio 0.8

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