coco/generate_lonely_segments.py
Ruben van de Ven 1702cce9d1 First version
2019-12-16 12:19:48 +01:00

36 lines
999 B
Python

import pycocotools.coco
import argparse
import logging
import tqdm
import urllib.request
import os
logger = logging.getLogger("coco")
argParser = argparse.ArgumentParser(description='Find all images with single segments and generate svg')
argParser.add_argument(
'--annotations',
type=str,
default='../../datasets/COCO/annotations/instances_train2017.json'
)
argParser.add_argument(
'--output',
type=str,
help='Output directory'
)
args = argParser.parse_args()
logger.info(f"Load {args.annotations}")
coco = pycocotools.coco.COCO(args.annotations)
for img_id, annotations in tqdm.tqdm(coco.imgToAnns.items()):
if len(annotations) != 1:
continue
annotation = annotations[0] # we have only one
category = coco.cats[annotation['category_id']]['name']
fn = os.path.join(args.output, f"{category}_{img_id}.jpg")
if not os.path.exists(fn):
urllib.request.urlretrieve(coco.imgs[img_id]['coco_url'], fn)