goodhamgupta/yolo_to_voc.py

## yolo_to_voc.py
# Script to convert yolo annotations to voc format

# Sample format
# <annotation>
#     <folder>_image_fashion</folder>
#     <filename>brooke-cagle-39574.jpg</filename>
#     <size>
#         <width>1200</width>
#         <height>800</height>
#         <depth>3</depth>
#     </size>
#     <segmented>0</segmented>
#     <object>
#         <name>head</name>
#         <pose>Unspecified</pose>
#         <truncated>0</truncated>
#         <difficult>0</difficult>
#         <bndbox>
#             <xmin>549</xmin>
#             <ymin>251</ymin>
#             <xmax>625</xmax>
#             <ymax>335</ymax>
#         </bndbox>
#     </object>
# <annotation>
import os
import xml.etree.cElementTree as ET
from PIL import Image

ANNOTATIONS_DIR_PREFIX = "annotations"

DESTINATION_DIR = "converted_labels"

CLASS_MAPPING = {
    '0': 'name'
    # Add your remaining classes here.
}


def create_root(file_prefix, width, height):
    root = ET.Element("annotations")
    ET.SubElement(root, "filename").text = "{}.jpg".format(file_prefix)
    ET.SubElement(root, "folder").text = "images"
    size = ET.SubElement(root, "size")
    ET.SubElement(size, "width").text = str(width)
    ET.SubElement(size, "height").text = str(height)
    ET.SubElement(size, "depth").text = "3"
    return root


def create_object_annotation(root, voc_labels):
    for voc_label in voc_labels:
        obj = ET.SubElement(root, "object")
        ET.SubElement(obj, "name").text = voc_label[0]
        ET.SubElement(obj, "pose").text = "Unspecified"
        ET.SubElement(obj, "truncated").text = str(0)
        ET.SubElement(obj, "difficult").text = str(0)
        bbox = ET.SubElement(obj, "bndbox")
        ET.SubElement(bbox, "xmin").text = str(voc_label[1])
        ET.SubElement(bbox, "ymin").text = str(voc_label[2])
        ET.SubElement(bbox, "xmax").text = str(voc_label[3])
        ET.SubElement(bbox, "ymax").text = str(voc_label[4])
    return root


def create_file(file_prefix, width, height, voc_labels):
    root = create_root(file_prefix, width, height)
    root = create_object_annotation(root, voc_labels)
    tree = ET.ElementTree(root)
    tree.write("{}/{}.xml".format(DESTINATION_DIR, file_prefix))


def read_file(file_path):
    file_prefix = file_path.split(".txt")[0]
    image_file_name = "{}.jpg".format(file_prefix)
    img = Image.open("{}/{}".format("images", image_file_name))
    w, h = img.size
    with open(file_path, 'r') as file:
        lines = file.readlines()
        voc_labels = []
        for line in lines:
            voc = []
            line = line.strip()
            data = line.split()
            voc.append(CLASS_MAPPING.get(data[0]))
            bbox_width = float(data[3]) * w
            bbox_height = float(data[4]) * h
            center_x = float(data[1]) * w
            center_y = float(data[2]) * h
            voc.append(center_x - (bbox_width / 2))
            voc.append(center_y - (bbox_height / 2))
            voc.append(center_x + (bbox_width / 2))
            voc.append(center_y + (bbox_height / 2))
            voc_labels.append(voc)
        create_file(file_prefix, w, h, voc_labels)
    print("Processing complete for file: {}".format(file_path))


def start(dir_name):
    if not os.path.exists(DESTINATION_DIR):
        os.makedirs(DESTINATION_DIR)
    for filename in os.listdir(ANNOTATIONS_DIR_PREFIX):
        if filename.endswith('txt'):
            read_file(filename)
        else:
            print("Skipping file: {}".format(filename))


if __name__ == "__main__":
    start()
	# Script to convert yolo annotations to voc format

	# Sample format
	# <annotation>
	# <folder>_image_fashion</folder>
	# <filename>brooke-cagle-39574.jpg</filename>
	# <size>
	# <width>1200</width>
	# <height>800</height>
	# <depth>3</depth>
	# </size>
	# <segmented>0</segmented>
	# <object>
	# <name>head</name>
	# <pose>Unspecified</pose>
	# <truncated>0</truncated>
	# <difficult>0</difficult>
	# <bndbox>
	# <xmin>549</xmin>
	# <ymin>251</ymin>
	# <xmax>625</xmax>
	# <ymax>335</ymax>
	# </bndbox>
	# </object>
	# <annotation>
	import os
	import xml.etree.cElementTree as ET
	from PIL import Image

	ANNOTATIONS_DIR_PREFIX = "annotations"

	DESTINATION_DIR = "converted_labels"

	CLASS_MAPPING = {
	'0': 'name'
	# Add your remaining classes here.
	}


	def create_root(file_prefix, width, height):
	root = ET.Element("annotations")
	ET.SubElement(root, "filename").text = "{}.jpg".format(file_prefix)
	ET.SubElement(root, "folder").text = "images"
	size = ET.SubElement(root, "size")
	ET.SubElement(size, "width").text = str(width)
	ET.SubElement(size, "height").text = str(height)
	ET.SubElement(size, "depth").text = "3"
	return root


	def create_object_annotation(root, voc_labels):
	for voc_label in voc_labels:
	obj = ET.SubElement(root, "object")
	ET.SubElement(obj, "name").text = voc_label[0]
	ET.SubElement(obj, "pose").text = "Unspecified"
	ET.SubElement(obj, "truncated").text = str(0)
	ET.SubElement(obj, "difficult").text = str(0)
	bbox = ET.SubElement(obj, "bndbox")
	ET.SubElement(bbox, "xmin").text = str(voc_label[1])
	ET.SubElement(bbox, "ymin").text = str(voc_label[2])
	ET.SubElement(bbox, "xmax").text = str(voc_label[3])
	ET.SubElement(bbox, "ymax").text = str(voc_label[4])
	return root


	def create_file(file_prefix, width, height, voc_labels):
	root = create_root(file_prefix, width, height)
	root = create_object_annotation(root, voc_labels)
	tree = ET.ElementTree(root)
	tree.write("{}/{}.xml".format(DESTINATION_DIR, file_prefix))


	def read_file(file_path):
	file_prefix = file_path.split(".txt")[0]
	image_file_name = "{}.jpg".format(file_prefix)
	img = Image.open("{}/{}".format("images", image_file_name))
	w, h = img.size
	with open(file_path, 'r') as file:
	lines = file.readlines()
	voc_labels = []
	for line in lines:
	voc = []
	line = line.strip()
	data = line.split()
	voc.append(CLASS_MAPPING.get(data[0]))
	bbox_width = float(data[3]) * w
	bbox_height = float(data[4]) * h
	center_x = float(data[1]) * w
	center_y = float(data[2]) * h
	voc.append(center_x - (bbox_width / 2))
	voc.append(center_y - (bbox_height / 2))
	voc.append(center_x + (bbox_width / 2))
	voc.append(center_y + (bbox_height / 2))
	voc_labels.append(voc)
	create_file(file_prefix, w, h, voc_labels)
	print("Processing complete for file: {}".format(file_path))


	def start(dir_name):
	if not os.path.exists(DESTINATION_DIR):
	os.makedirs(DESTINATION_DIR)
	for filename in os.listdir(ANNOTATIONS_DIR_PREFIX):
	if filename.endswith('txt'):
	read_file(filename)
	else:
	print("Skipping file: {}".format(filename))


	if __name__ == "__main__":
	start()