cocoデータセットjsonファイルをxmlファイルに変換
20460 ワード
#translate coco_json to xml
# 21、22、24
import os
import time
import json
import pandas as pd
from tqdm import tqdm
from pycocotools.coco import COCO
def trans_id(category_id):
names = []
namesid = []
for i in range(0, len(cats)):
names.append(cats[i]['name'])
namesid.append(cats[i]['id'])
#print('id:{1}\t {0}'.format(names[i], namesid[i]))
index = namesid.index(category_id)
return index
root = '/home/***/datasets/COCO/coco2017/' # COCO
dataType = 'train2017'
anno = '{}/annotations/instances_{}.json'.format(root, dataType)
xml_dir = '{}/xml/{}_xml'.format(root, dataType)
coco = COCO(anno) #
cats = coco.loadCats(coco.getCatIds()) # loadCats coco ,
# Create anno dir
dttm = time.strftime("%Y%m%d%H%M%S", time.localtime())
if os.path.exists(xml_dir):
os.rename(xml_dir, xml_dir + dttm)
os.mkdir(xml_dir)
with open(anno, 'r') as load_f:
f = json.load(load_f)
imgs = f['images']
df_cate = pd.DataFrame(f['categories'])
df_cate_sort = df_cate.sort_values(["id"], ascending=True)
categories = list(df_cate_sort['name'])
print('categories = ',categories)
df_anno = pd.DataFrame(f['annotations'])
for i in tqdm(range(len(imgs))):
xml_content = []
file_name = imgs[i]['file_name']
height = imgs[i]['height']
img_id = imgs[i]['id']
width = imgs[i]['width']
xml_content.append("" )
xml_content.append(" VOC2007 ")
xml_content.append(" " + file_name + "")
xml_content.append(" " )
xml_content.append(" " + str(width) + "")
xml_content.append(" " + str(height) + "")
xml_content.append(" ")
xml_content.append(" 0 ")
# img_id annotations
annos = df_anno[df_anno["image_id"].isin([img_id])]
for index, row in annos.iterrows():
bbox = row["bbox"]
category_id = row["category_id"]
cate_name = categories[trans_id(category_id)]
# add new object
xml_content.append(" )
xml_content.append(" " + cate_name + "")
xml_content.append(" Unspecified ")
xml_content.append(" 0 ")
xml_content.append(" 0 ")
xml_content.append(" " )
xml_content.append(" " + str(int(bbox[0])) + "")
xml_content.append(" " + str(int(bbox[1])) + "")
xml_content.append(" " + str(int(bbox[0] + bbox[2])) + "")
xml_content.append(" " + str(int(bbox[1] + bbox[3])) + "")
xml_content.append(" ")
xml_content.append(" ")
xml_content.append("")
x = xml_content
xml_content = [x[i] for i in range(0, len(x)) if x[i] != "
"]
### list
xml_path = os.path.join(xml_dir, file_name.replace('.jpg', '.xml'))
with open(xml_path, 'w+', encoding="utf8") as f:
f.write('
'.join(xml_content))
xml_content[:] = []
本文は主に博文を参考にします:夢飛天