标签:nbsp .sh dict ted box label str coding Nid
在目标检测、文本检测人脸检测的项目时候,会有一些标注给的是txt文件,而最经济实用的方法是,将txt标注文件转成VOC格式(XML),否则自己实现一个数据输入层。下面贴出转化的代码:
1 import cv2 2 from xml.dom.minidom import Document 3 from collections import defaultdict 4 5 src_img_dir = ‘VOCdevkit/VOC2012/JPEGImages/‘ 6 src_txt_dir = ‘train.txt‘ 7 src_xml_dir = ‘xml/‘ 8 9 img_labels = defaultdict(list) 10 f = open(src_txt_dir, ‘r‘) 11 for i in open(src_txt_dir): 12 line = f.readline().strip(‘\n‘) 13 x = line.split(‘.jpg ‘) 14 key = x[0] 15 value = x[1] 16 img_labels[key].append(value) 17 18 for key in img_labels: 19 if(len(img_labels[key])>1): 20 #print (key) 21 #print (img_labels[key]) 22 pass 23 24 doc = Document() 25 annotation = doc.createElement(‘annotation‘) 26 doc.appendChild(annotation) 27 28 folder = doc.createElement(‘folder‘) 29 folder.appendChild(doc.createTextNode(‘VOC2012‘)) 30 annotation.appendChild(folder) 31 32 filename = doc.createElement(‘filename‘) 33 filename.appendChild(doc.createTextNode(key+‘.jpg‘)) 34 annotation.appendChild(filename) 35 36 source = doc.createElement(‘source‘) 37 database = doc.createElement(‘database‘) 38 database.appendChild(doc.createTextNode(‘Baidu‘)) 39 source.appendChild(database) 40 annotation.appendChild(source) 41 42 # obtain the size of the image 43 imagefile = src_img_dir + key + ‘.jpg‘ 44 img = cv2.imread(imagefile) 45 imgSize = img.shape 46 47 size = doc.createElement(‘size‘) 48 width = doc.createElement(‘width‘) 49 width.appendChild(doc.createTextNode(str(imgSize[1]))) 50 size.appendChild(width) 51 height = doc.createElement(‘height‘) 52 height.appendChild(doc.createTextNode(str(imgSize[0]))) 53 size.appendChild(height) 54 depth = doc.createElement(‘depth‘) 55 depth.appendChild(doc.createTextNode(str(imgSize[2]))) 56 size.appendChild(depth) 57 annotation.appendChild(size) 58 59 segmented = doc.createElement(‘segmented‘) 60 segmented.appendChild(doc.createTextNode(str(0))) 61 annotation.appendChild(segmented) 62 63 # write the coordinates of the b-box 64 for b_box in list(img_labels[key]): 65 #print b_box 66 x = b_box.split(‘ ‘) 67 if(int(x[1])<0): 68 x[1] = ‘0‘ 69 if (int(x[2]) < 0): 70 x[2] = ‘0‘ 71 72 object = doc.createElement(‘object‘) 73 name = doc.createElement(‘name‘) 74 name.appendChild(doc.createTextNode(‘n‘ + x[0])) 75 #name.appendChild(doc.createTextNode(x[0])) 76 object.appendChild(name) 77 78 difficult = doc.createElement(‘difficult‘) 79 difficult.appendChild(doc.createTextNode(‘0‘)) 80 object.appendChild(difficult) 81 82 truncated = doc.createElement(‘truncated‘) 83 truncated.appendChild(doc.createTextNode(‘0‘)) 84 object.appendChild(truncated) 85 86 pose = doc.createElement(‘pose‘) 87 pose.appendChild(doc.createTextNode(‘undefined‘)) 88 object.appendChild(pose) 89 90 bndbox = doc.createElement(‘bndbox‘) 91 xmin = doc.createElement(‘xmin‘) 92 xmin.appendChild(doc.createTextNode(x[1])) 93 bndbox.appendChild(xmin) 94 object.appendChild(bndbox) 95 ymin = doc.createElement(‘ymin‘) 96 ymin.appendChild(doc.createTextNode(x[2])) 97 bndbox.appendChild(ymin) 98 xmax = doc.createElement(‘xmax‘) 99 xmax.appendChild(doc.createTextNode(x[3])) 100 bndbox.appendChild(xmax) 101 ymax = doc.createElement(‘ymax‘) 102 ymax.appendChild(doc.createTextNode(x[4])) 103 bndbox.appendChild(ymax) 104 annotation.appendChild(object) 105 106 with open(src_xml_dir + key + ‘.xml‘, ‘wb‘) as f: 107 f.write(doc.toprettyxml(indent=‘\t‘, encoding=‘utf-8‘))
标签:nbsp .sh dict ted box label str coding Nid
原文地址:https://www.cnblogs.com/houjun/p/9848677.html