import json from collections import defaultdict name_box_id = defaultdict(list) id_name = dict() f = open( "mscoco2017/annotations/instances_train2017.json", encoding='utf-8') data = json.load(f) annotations = data['annotations'] for ant in annotations: id = ant['image_id'] name = 'mscoco2017/train2017/%012d.jpg' % id cat = ant['category_id'] if cat >= 1 and cat <= 11: cat = cat - 1 elif cat >= 13 and cat <= 25: cat = cat - 2 elif cat >= 27 and cat <= 28: cat = cat - 3 elif cat >= 31 and cat <= 44: cat = cat - 5 elif cat >= 46 and cat <= 65: cat = cat - 6 elif cat == 67: cat = cat - 7 elif cat == 70: cat = cat - 9 elif cat >= 72 and cat <= 82: cat = cat - 10 elif cat >= 84 and cat <= 90: cat = cat - 11 name_box_id[name].append([ant['bbox'], cat]) f = open('train.txt', 'w') for key in name_box_id.keys(): f.write(key) box_infos = name_box_id[key] for info in box_infos: x_min = int(info[0][0]) y_min = int(info[0][1]) x_max = x_min + int(info[0][2]) y_max = y_min + int(info[0][3]) box_info = " %d,%d,%d,%d,%d" % ( x_min, y_min, x_max, y_max, int(info[1])) f.write(box_info) f.write('\n') f.close()