NO.56——Face Swapping with Face++ interface(人脸融合)
程序员文章站
2022-03-07 11:38:31
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在上篇博客中,介绍了应用dlib和openCV进行人脸融合的方法,这里介绍一个更简单、效果更好的方法,就是调用旷世科技的人脸融合接口:https://api-cn.faceplusplus.com/imagepp/v1/mergeface。
在实际运用过程中,还调用了人脸检测接口:https://api-cn.faceplusplus.com/facepp/v3/detect。
效果如图,可见,比前一种方法效果好很多:
具体代码如下:
import requests
import simplejson
import json
#接口的报文是通过base64加密传输的,这种加密方式是可逆的。所以在进行接口自动化时,需要对所传的参数进行base64编码
import base64
#Face++网址:[url]https://console.faceplusplus.com.cn/dashboard[/url]
#第一步,获取人脸关键点
def find_face(imgpath):
print("正在查找……")
http_url = 'https://api-cn.faceplusplus.com/facepp/v3/detect'
data = {"api_key": 'api_key',
"api_secret": 'api_secret',
"image_url": imgpath, "return_landmark": 1}
files = {"image_file": open(imgpath, "rb")}
response = requests.post(http_url, data=data, files=files)
req_con = response.content.decode('utf-8')
req_dict = json.JSONDecoder().decode(req_con)
this_json = simplejson.dumps(req_dict)
this_json2 = simplejson.loads(this_json)
print(this_json2)
faces = this_json2['faces']
list0 = faces[0]
rectangle = list0['face_rectangle']
#print(rectangle)
return rectangle
#第二步,换脸,其中图片的大小应不超过2M
# number表示换脸的相似度
def merge_face(image_url1, image_url2, image_url, number):
ff1 = find_face(image_url1)
ff2 = find_face(image_url2)
rectangle1 = str(str(ff1['top']) + "," + str(ff1['left']) + "," + str(ff1['width']) + "," + str(ff1['height']))
rectangle2 = str(ff2['top']) + "," + str(ff2['left']) + "," + str(ff2['width']) + "," + str(ff2['height'])
print(rectangle2)
url_add = "https://api-cn.faceplusplus.com/imagepp/v1/mergeface"
f1 = open(image_url1, 'rb')
f1_64 = base64.b64encode(f1.read())
f1.close()
f2 = open(image_url2, 'rb')
f2_64 = base64.b64encode(f2.read())
f2.close()
data = {"api_key": 'api_key',
"api_secret": 'api_secret',
"template_base64": f1_64, "template_rectangle": rectangle1,
"merge_base64": f2_64, "merge_rectangle": rectangle2, "merge_rate": number}
response = requests.post(url_add, data=data)
req_con1 = response.content.decode('utf-8')
#print(req_con1)
req_dict = json.JSONDecoder().decode(req_con1)
result = req_dict['result']
imgdata = base64.b64decode(result)
file = open(image_url, 'wb')
file.write(imgdata)
file.close()
image1 = '/Users/chenyan/Desktop/AI/googleAI/faceswap_Face++/11.jpg'
image2 = '/Users/chenyan/Desktop/AI/googleAI/faceswap_Face++/bb.jpg'
image = '/Users/chenyan/Desktop/AI/googleAI/faceswap_Face++/testbb.jpg'
merge_face(image2, image1, image, 80)