VOC数据提取自己需要的类生成XML标签

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公开数据集VOC里面有20类,若小伙伴需要提取特定的类别供深度学习训练的话,可以参考博主的这篇博客,如有不正,欢迎指出。

注意:此python程序经测试VOC2007有效,其他年份的数据只需对程序稍作修改即可

程序代码如下:

import osimport os.pathimport shutilfileDir_ann = "E:\\voc_year\\VOCdevkit\\VOC2007\\Annotations"fileDir_img = "E:\\voc_year\\VOCdevkit\\VOC2007\\JPEGImages\\"saveDir_img = "E:\\voc_year\\VOCdevkit\\VOC2007\\JPEGImages_ssd\\"if not os.path.exists(saveDir_img):    os.mkdir(saveDir_img)names = locals()for files in os.walk(fileDir_ann):    for file in files[2]:                print file + "-->start!"        saveDir_ann = "E:\\voc_year\\VOCdevkit\\VOC2007\\Annotations_ssd\\"        if not os.path.exists(saveDir_ann):            os.mkdir(saveDir_ann)        fp = open(fileDir_ann + '\\' + file)                saveDir_ann = saveDir_ann + file        fp_w = open(saveDir_ann, 'w')        classes = ['aeroplane','bicycle','bird','boat','bottle','bus','car','>cat<','chair','cow','diningtable',\                   'dog','horse','motorbike','pottedplant','sheep','sofa','train','tvmonitor','person']        lines = fp.readlines()        ind_start = []        ind_end = []        lines_id_start = lines[:]        lines_id_end = lines[:]                while "\t<object>\n" in lines_id_start:            a = lines_id_start.index("\t<object>\n")            ind_start.append(a)            lines_id_start[a] = "delete"        while "\t</object>\n" in lines_id_end:            b = lines_id_end.index("\t</object>\n")            ind_end.append(b)            lines_id_end[b] = "delete"                i = 0        for k in range(0,len(ind_start)):            for j in range(0,len(classes)):                if classes[j] in lines[ind_start[i]+1]:                    a = ind_start[i]                    names['block%d'%k] = [lines[a],lines[a+1],\                                          lines[a+2],lines[a+3],lines[a+4],\                                          lines[a+5],lines[a+6],lines[a+7],\                                          lines[a+8],lines[a+9],lines[a+10],\                                          lines[ind_end[i]]]                    break            i += 1        classes1 = '\t\t<name>bicycle</name>\n'        classes2 = '\t\t<name>motorbike</name>\n'        classes3 = '\t\t<name>bus</name>\n'        classes4 = '\t\t<name>car</name>\n'        string_start = lines[0:ind_start[0]]        string_end = [lines[len(lines)-1]]                a = 0        for k in range(0,len(ind_start)):            if classes1 in names['block%d'%k]:                a += 1                string_start += names['block%d'%k]            if classes2 in names['block%d'%k]:                a += 1                string_start += names['block%d'%k]            if classes3 in names['block%d'%k]:                a += 1                string_start += names['block%d'%k]            if classes4 in names['block%d'%k]:                a += 1                string_start += names['block%d'%k]        string_start += string_end         for c in range(0,len(string_start)):            fp_w.write(string_start[c])        fp_w.close()        if a == 0:            os.remove(saveDir_ann)        else:            name_img = fileDir_img + os.path.splitext(file)[0] + ".jpg"            shutil.copy(name_img,saveDir_img)        fp.close()


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