State-of-the-art face detection and landmarks localization
Project description
Face Detector
This python package provides state-of-the-art face detection as well as face landmark points localization. It gathers the techniques implemented in dlib and mtcnn[], which can be easily switched between by setting a parameter in the FaceDetector class instantiation (mtcnn is default if no technique is specified).
How to use:
from face_detector import FaceDetector
#In next line, *faces* is an array of Face(BoundingBox, LandmarkPoints)
faces = FaceDetector().get_faces(img_addr)
# Show image with bounding boxes and landmarks
import cv2
img = cv2.imread(img_addr)
for face in faces:
bb = face.bounding_box
landmarks = face.landmarks
cv2.rectangle(img, (int(bb.x), int(bb.y)), (int(bb.x + bb.w), int(bb.y+bb.h)), (0, 255, 0), 1)
for l in landmarks:
cv2.circle(img, (l.x, l.y), 2, (0,0,255))
cv2.imshow('img', img)
cv2.waitKey(0)
cv2.destroyAllWindows()
How to install:
-
From Github:
- Clone this repository
- Install dependencies in requirements.txt:
- pip install -r requirements.txt
- You might need to install zlib and link it on /usr/lib/x86_64-linux-gnu/libz.so:
foo@bar:~/face_detector$ tar xzvf data/zlib-1.2.9.tar.gz foo@bar:~/face_detector$ cd data/zlib foo@bar:~/face_detector/data/zlib$ sudo ./configure && make && make install foo@bar:~/face_detector/data/zlib$ ln -s /lib/x86_64-linux-gnu/libz.so.1.2.8 /usr/lib/x86_64-linux-gnu/libz.so
-
TODO: A pip package being created
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