mirror of https://github.com/AlexeyAB/darknet.git
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import xml.etree.ElementTree as ET |
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import pickle |
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import os |
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from os import listdir, getcwd |
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from os.path import join |
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sets=[('2012', 'train'), ('2012', 'val'), ('2007', 'train'), ('2007', 'val'), ('2007', 'test')] |
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classes = ["aeroplane", "bicycle", "bird", "boat", "bottle", "bus", "car", "cat", "chair", "cow", "diningtable", "dog", "horse", "motorbike", "person", "pottedplant", "sheep", "sofa", "train", "tvmonitor"] |
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def convert(size, box): |
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dw = 1./size[0] |
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dh = 1./size[1] |
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x = (box[0] + box[1])/2.0 |
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y = (box[2] + box[3])/2.0 |
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w = box[1] - box[0] |
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h = box[3] - box[2] |
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x = x*dw |
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w = w*dw |
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y = y*dh |
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h = h*dh |
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return (x,y,w,h) |
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def convert_annotation(year, image_id): |
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in_file = open('VOCdevkit/VOC%s/Annotations/%s.xml'%(year, image_id)) |
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out_file = open('VOCdevkit/VOC%s/labels/%s.txt'%(year, image_id), 'w') |
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tree=ET.parse(in_file) |
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root = tree.getroot() |
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size = root.find('size') |
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w = int(size.find('width').text) |
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h = int(size.find('height').text) |
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for obj in root.iter('object'): |
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difficult = obj.find('difficult').text |
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cls = obj.find('name').text |
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if cls not in classes or int(difficult) == 1: |
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continue |
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cls_id = classes.index(cls) |
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xmlbox = obj.find('bndbox') |
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b = (float(xmlbox.find('xmin').text), float(xmlbox.find('xmax').text), float(xmlbox.find('ymin').text), float(xmlbox.find('ymax').text)) |
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bb = convert((w,h), b) |
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out_file.write(str(cls_id) + " " + " ".join([str(a) for a in bb]) + '\n') |
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wd = getcwd() |
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for year, image_set in sets: |
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if not os.path.exists('VOCdevkit/VOC%s/labels/'%(year)): |
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os.makedirs('VOCdevkit/VOC%s/labels/'%(year)) |
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image_ids = open('VOCdevkit/VOC%s/ImageSets/Main/%s.txt'%(year, image_set)).read().strip().split() |
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list_file = open('%s_%s.txt'%(year, image_set), 'w') |
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for image_id in image_ids: |
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list_file.write('%s/VOCdevkit/VOC%s/JPEGImages/%s.jpg\n'%(wd, year, image_id)) |
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convert_annotation(year, image_id) |
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list_file.close() |
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