OpenCV-dlib-python3实现人脸戴墨镜和含Y的抖音效果
2020-06-05
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1 说明：
=====
1.1 吸烟有害健康！！纯属娱乐和学习Python的相关知识。
1.2 虽然是娱乐，但是opencv、dlib和python在人工智能、人脸识别、自动化等有很大作用，目前已经或者未来会有更多的应用，作为一名普通人，学习一点知识很有必要。
1.3 我的文章通俗易懂，小白都会，而且亲测过，没有编程经验的，一看就会！可以培养自己和孩子的学习计算机和编程兴趣！
1.4 效果图：
图片来源：https://www.wanyx.com/jiaocheng/36683.html
2 准备工作：
========
2.1 环境：
华为笔记本电脑、深度deepin-linux操作系统、python3.8和微软vscode编辑器。
2.2 要求：
2.2.1 PIL、numpy、imutils模块安装，安装简单，省略。
2.2.2 cv2模块安装：
pip install opencv-python
#下面是我的cv2模块相关初步介绍的文章
https://www.toutiao.com/i6833713845005976067/
2.2.3 dlib模块安装：有坑！！！
我是这么安装的，从github下载包，解压。
https://github.com/davisking/dlib
我是在桌面上，终端打开，输入：
python setup.py install #推荐
#下面是我的安装
#xgj@xgj-PC:~/Desktop/dlib/dlib-master$
sudo python3.8 setup.py install #本机安装
3 代码来源：
========
3.1 源代码：
https://github.com/tomoncle/face-detection-induction-course
下载，解压，找到：
input_video_stream_paste_mask.py，进行修改。
3.2
shape_predictor_68_face_landmarks.dat下载
官网，网速慢，还有坑，建议下面地址下载。
https://jaist.dl.sourceforge.net/project/dclib/dlib/v18.10/shape_predictor_68_face_landmarks.dat.bz2
3.3 修改后的代码：为了简洁，删除不必要的注释和代码：
# @Author : tomoncle
# @Site : https://github.com/tomoncle/face-detection-induction-course
#导出模块
from time import sleep
import cv2
import numpy as np
from PIL import Image
from imutils import face_utils, resize
from dlib import get_frontal_face_detector, shape_predictor
class DynamicStreamMaskService(object): #动态黏贴面具服务
def __init__(self, saved=False):
self.saved = saved # 是否保存图片
self.listener = True # 启动参数
self.video_capture = cv2.VideoCapture(0) # 调用本地摄像头
self.doing = False # 是否进行面部面具
self.speed = 0.1 # 面具移动速度
self.detector = get_frontal_face_detector() # 面部识别器
#下载的shape_predictor_68_face_landmarks.dat，解压放在指定路径下，因为我是启动微软vscode编辑器
self.predictor = shape_predictor("/home/xgj/Desktop/dlib/xxx/face-detection-induction-course-master/shape_predictor_68_face_landmarks.dat") # 面部分析器
self.fps = 4 # 面具存在时间基础时间
self.animation_time = 0 # 动画周期初始值
self.duration = self.fps * 4 # 动画周期最大值
self.fixed_time = 4 # 画图之后，停留时间
self.max_width = 500 # 图像大小
self.deal, self.text, self.cigarette = None, None, None # 面具对象
def read_data(self):
_, data = self.video_capture.read()
return data
def save_data(self, draw_img):
if not self.saved:
return
#指定路径
draw_img.save("/home/xgj/Desktop/dlib/xxx/face-detection-induction-course-master/images/%05d.png" % self.animation_time)
def init_mask(self):
self.console("加载面具...")
self.deal, self.text, self.cigarette = (
#修改指定路径，因为我是启动微软vscode编辑器
Image.open(x) for x in ["/home/xgj/Desktop/dlib/xxx/face-detection-induction-course-master/images/deals.png", "/home/xgj/Desktop/dlib/xxx/face-detection-induction-course-master/images/text.png", "/home/xgj/Desktop/dlib/xxx/face-detection-induction-course-master/images/cigarette.png"]
)
def get_glasses_info(self, face_shape, face_width):
left_eye = face_shape[36:42]
right_eye = face_shape[42:48]
left_eye_center = left_eye.mean(axis=0).astype("int")
right_eye_center = right_eye.mean(axis=0).astype("int")
y = left_eye_center[1] - right_eye_center[1]
x = left_eye_center[0] - right_eye_center[0]
eye_angle = np.rad2deg(np.arctan2(y, x))
deal = self.deal.resize(
(face_width, int(face_width * self.deal.size[1] / self.deal.size[0])),
resample=Image.LANCZOS)
deal = deal.rotate(eye_angle, expand=True)
deal = deal.transpose(Image.FLIP_TOP_BOTTOM)
left_eye_x = left_eye[0, 0] - face_width // 4
left_eye_y = left_eye[0, 1] - face_width // 6
return {"image": deal, "pos": (left_eye_x, left_eye_y)}
def get_cigarette_info(self, face_shape, face_width):
mouth = face_shape[49:68]
mouth_center = mouth.mean(axis=0).astype("int")
cigarette = self.cigarette.resize(
(face_width, int(face_width * self.cigarette.size[1] / self.cigarette.size[0])),
resample=Image.LANCZOS)
x = mouth[0, 0] - face_width + int(16 * face_width / self.cigarette.size[0])
y = mouth_center[1]
return {"image": cigarette, "pos": (x, y)}
def orientation(self, rects, img_gray): #人脸定位
faces = []
for rect in rects:
face = {}
face_shades_width = rect.right() - rect.left()
predictor_shape = self.predictor(img_gray, rect)
face_shape = face_utils.shape_to_np(predictor_shape)
face['cigarette'] = self.get_cigarette_info(face_shape, face_shades_width)
face['glasses'] = self.get_glasses_info(face_shape, face_shades_width)
faces.Append(face)
return faces
def start(self):
self.console("程序启动成功.")
self.init_mask()
while self.listener:
frame = self.read_data()
frame = resize(frame, width=self.max_width)
img_gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
rects = self.detector(img_gray, 0)
faces = self.orientation(rects, img_gray)
draw_img = Image.fromarray(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB))
if self.doing:
self.drawing(draw_img, faces)
self.animation_time += self.speed
self.save_data(draw_img)
if self.animation_time > self.duration:
self.doing = False
self.animation_time = 0
else:
frame = cv2.cvtColor(np.asarray(draw_img), cv2.COLOR_RGB2BGR)
cv2.imshow("hello mask", frame)
self.listener_keys()
def listener_keys(self):
key = cv2.waitKey(1) & 0xFF
#按字母q是退出
if key == ord("q"):
self.listener = False
self.console("程序退出")
sleep(1)
self.exit()
#按字母d是开始戴墨镜和叼烟
if key == ord("d"):
self.doing = not self.doing
def exit(self):
self.video_capture.release()
cv2.destroyAllwindows()
def drawing(self, draw_img, faces):
for face in faces:
if self.animation_time < self.duration - self.fixed_time:
current_x = int(face["glasses"]["pos"][0])
current_y = int(face["glasses"]["pos"][1] * self.animation_time / (self.duration - self.fixed_time))
draw_img.paste(face["glasses"]["image"], (current_x, current_y), face["glasses"]["image"])
cigarette_x = int(face["cigarette"]["pos"][0])
cigarette_y = int(face["cigarette"]["pos"][1] * self.animation_time / (self.duration - self.fixed_time))
draw_img.paste(face["cigarette"]["image"], (cigarette_x, cigarette_y),
face["cigarette"]["image"])
else:
draw_img.paste(face["glasses"]["image"], face["glasses"]["pos"], face["glasses"]["image"])
draw_img.paste(face["cigarette"]["image"], face["cigarette"]["pos"], face["cigarette"]["image"])
draw_img.paste(self.text, (75, draw_img.height // 2 + 128), self.text)
@classmethod
def console(cls, s):
print("{} !".format(s))
if __name__ == '__main__':
ms = DynamicStreamMaskService()
ms.start()
3.4 效果：
吸烟有害健康！！！哈哈哈
4 小插曲：
=======
4.1 本机是华为笔记本电脑，预装深度deepin-linux操作系统，原因众所周知！使用起来还是很方便的！
4.2 在我调用摄像头时，起初竟然一片漆黑！！于是，我私下“骂了华为”，什么“高科技”笔记本电脑，竟然没有安装摄像头！！！
4.3 后来网上一查，还真是高科技，华为牛！摄像头藏在键盘7上面，如下图，按一下弹出来，牛！
华为威武！中华有为，支持国产！！
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