python查找重复图片并删除(图片去重)

本文实例为大家分享了python查找重复图片并删除的具体代码,供大家参考,具体内容如下

和网络爬虫配套的,也可单独使用,从网上爬下来的图片重复太多,代码支持识别不同尺寸大小一致的图片,并把重复的图片删除,只保留第一份。

# -*- coding: utf-8 -*-

import cv2

import numpy as np

import os,sys,types

def cmpandremove2(path):

dirs = os.listdir(path)

dirs.sort()

if len(dirs) <= 0:

return

dict={}

for i in dirs:

prepath = path + "/" + i

preimg = cv2.imread(prepath)

if type(preimg) is types.NoneType:

continue

preresize = cv2.resize(preimg, (8,8))

pregray = cv2.cvtColor(preresize, cv2.COLOR_BGR2GRAY)

premean = cv2.mean(pregray)[0]

prearr = np.array(pregray.data)

for j in range(0,len(prearr)):

if prearr[j] >= premean:

prearr[j] = 1

else:

prearr[j] = 0

print "get", prepath

dict[i] = prearr

dictkeys = dict.keys()

dictkeys.sort()

index = 0

while True:

if index >= len(dictkeys):

break

curkey = dictkeys[index]

dellist=[]

print curkey

index2 = index

while True:

if index2 >= len(dictkeys):

break

j = dictkeys[index2]

if curkey == j:

index2 = index2 + 1

continue

arr1 = dict[curkey]

arr2 = dict[j]

diff = 0

for k in range(0,len(arr2)):

if arr1[k] != arr2[k]:

diff = diff + 1

if diff <= 5:

dellist.append(j)

index2 = index2 + 1

if len(dellist) > 0:

for j in dellist:

file = path + "/" + j

print "remove", file

os.remove(file)

dict.pop(j)

dictkeys = dict.keys()

dictkeys.sort()

index = index + 1

def cmpandremove(path):

index = 0

flag = 0

dirs = os.listdir(path)

dirs.sort()

if len(dirs) <= 0:

return 0

while True:

if index >= len(dirs):

break

prepath = path + dirs[index]

print prepath

index2 = 0

preimg = cv2.imread(prepath)

if type(preimg) is types.NoneType:

index = index + 1

continue

preresize = cv2.resize(preimg, (8, 8))

pregray = cv2.cvtColor(preresize, cv2.COLOR_BGR2GRAY)

premean = cv2.mean(pregray)[0]

prearr = np.array(pregray.data)

for i in range(0, len(prearr)):

if prearr[i] >= premean:

prearr[i] = 1

else:

prearr[i] = 0

removepath = []

while True:

if index2 >= len(dirs):

break

if index2 != index:

curpath = path + dirs[index2]

# print curpath

curimg = cv2.imread(curpath)

if type(curimg) is types.NoneType:

index2 = index2 + 1

continue

curresize = cv2.resize(curimg, (8, 8))

curgray = cv2.cvtColor(curresize, cv2.COLOR_BGR2GRAY)

curmean = cv2.mean(curgray)[0]

curarr = np.array(curgray.data)

for i in range(0, len(curarr)):

if curarr[i] >= curmean:

curarr[i] = 1

else:

curarr[i] = 0

diff = 0

for i in range(0, len(curarr)):

if curarr[i] != prearr[i]:

diff = diff + 1

if diff <= 5:

print 'the same'

removepath.append(curpath)

flag = 1

index2 = index2 + 1

index = index + 1

if len(removepath) > 0:

for file in removepath:

print "remove", file

os.remove(file)

dirs = os.listdir(path)

dirs.sort()

if len(dirs) <= 0:

return 0

# index = 0

return flag

path = 'pics/'

cmpandremove(path)

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