pascal-voc 0.0.7

Tool to work with annotation formats

pascal

Python utility to work with PascalVoc annotation format

Image examples from PascalVoc2007 dataset

Code Examples

Read annotation from xml file

from pathlib import Path

import cv2
from pascal import PascalVOC

ds = Path("./datasets/VOCtrainval_06-Nov-2007/VOCdevkit/VOC2007/Annotations")
img_path = Path("./datasets/VOCtrainval_06-Nov-2007/VOCdevkit/VOC2007/JPEGImages")

if __name__ == '__main__':
    for file in ds.glob("*.xml"):
        ann = PascalVOC.from_xml(file)
        img = cv2.imread(str(img_path / ann.filename))
        for obj in ann.objects:
            p1 = (obj.bndbox.xmin, obj.bndbox.ymin)
            p2 = (obj.bndbox.xmax, obj.bndbox.ymin)
            p3 = (obj.bndbox.xmax, obj.bndbox.ymax)
            p4 = (obj.bndbox.xmin, obj.bndbox.ymax)
            cv2.line(img, p1, p2, color=(0, 255, 0), thickness=3)
            cv2.line(img, p2, p3, color=(0, 255, 0), thickness=3)
            cv2.line(img, p3, p4, color=(0, 255, 0), thickness=3)
            cv2.line(img, p4, p1, color=(0, 255, 0), thickness=3)
        cv2.imshow("Image", img)
        cv2.waitKey(0)
        cv2.destroyAllWindows()

Make annotation

from pascal import PascalVOC, PascalObject, BndBox, size_block

if __name__ == '__main__':
    obj = PascalObject("chair", "Rear", truncated=False, difficult=False, bndbox=BndBox(263, 211, 324, 339))
    pascal_ann = PascalVOC("000005.jpg", size=size_block(500, 375, 3), objects=[obj])
    pascal_ann.save("000005.xml")

Convert to labelme format

from pathlib import Path
import json

from pascal import PascalVOC

ds = Path("./datasets/VOCtrainval_06-Nov-2007/VOCdevkit/VOC2007")
annotations = ds / "Annotations"
img_path = ds / "JPEGImages"
out = ds / "label_me"

if __name__ == '__main__':
    for file in annotations.glob("*.xml"):
        ann = PascalVOC.from_xml(file)
        lbl_me = ann.to_labelme(img_path, save_img_data=False)
        with open(out / f"{file.stem}.json", "w") as f:
            json.dump(lbl_me, f)

Convert to YOLO format

from pathlib import Path

from pascal import PascalVOC

ds = Path("xmls")

label_map = {
    "plate": 0,
    "other": 1,
    "taxi": 2,
    "standard": 3
}

if __name__ == '__main__':
    for file in ds.glob("*.xml"):
        ann = PascalVOC.from_xml(file)
        yolo = ann.to_yolo(label_map)
        out_name = f"{file.stem}.txt"
        with open(out_name, "w") as f:
            f.write(yolo)

Installation

From source

python setup.py install

Using pip

pip install pascal-voc