数据清洗

1、wideface数据

# -*- coding: utf-8 -*-
"""
Created on Mon Jan 21 16:06:05 2019

@author: admin
"""

import re
import linecache
import os

FILEDIR = "目录\widerFace\wider_face_split\"
file = open(FILEDIR+'wider_face_train_bbx_gt.txt', 'r')
 
def count_lines(file):
    lines_quantity = 0
    while True:
        buffer = file.read(1024 * 8192)
        if not buffer:
            break
        lines_quantity += buffer.count('
')
    file.close()
    return lines_quantity
 
    
lines = count_lines(file)
 
for i in range(lines):
    line = linecache.getline(FILEDIR+'wider_face_train_bbx_gt.txt',i)#读取一行
    if re.search('jpg', line):
        position = line.index('/')
        file_name = line[position + 1: -5] #图片名
        folder_name = line[:position]      #文件夹名
        print(file_name)
        
        i += 1
        face_count = int(linecache.getline(FILEDIR+'wider_face_train_bbx_gt.txt', i))
        for j in range(face_count):
            box_line = linecache.getline(FILEDIR + 'wider_face_train_bbx_gt.txt', i+j+1)  #x1, y1, w, h, x1,y1 为人脸框左上角的坐标
            po_x1 = box_line.index(' ')
            x1 = box_line[:po_x1]
            po_y1 = box_line.index(' ', po_x1 + 1)
            y1 = box_line[po_x1:po_y1]
            po_w = box_line.index(' ', po_y1 + 1)
            w = box_line[po_y1:po_w]
            po_h = box_line.index(' ', po_w + 1)
            h = box_line[po_w:po_h]
            coordinates = x1 + y1 + w + h
            # print(coordinates)
            #if not(os.path.exists(FILEDIR + "wider_face_train\" + folder_name)):
                #os.makedirs(FILEDIR + "wider_face_train\" + folder_name)
            #with open(FILEDIR + "wider_face_train\"+ folder_name + "\" + file_name + ".txt", 'a') as f:
                #f.write(coordinates + "
")
            with open(FILEDIR + "widerTrainModify.txt",'a') as f:
                f.write(file_name + ".jpg" + " " + coordinates+"
")
        i += i + j + 1

安装opencv

pip install opencv-contrib-python
pip install pytesseract