First Approach (Blog Posted)
1. Haar based face extraction
2. Dlib for comparison
3. Custom models for Age / Gender
Second Approach (Blog posted)
Custom openvino models
Third Approach
This link was useful
pip install easyfacenet
Key Concepts
1. Alignment
2. Feature Extraction
3. Comparison
Happy Learning!!!
1. Haar based face extraction
2. Dlib for comparison
3. Custom models for Age / Gender
Second Approach (Blog posted)
Custom openvino models
Third Approach
This link was useful
pip install easyfacenet
Key Concepts
1. Alignment
2. Feature Extraction
3. Comparison
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#pip install easyfacenet | |
#paper - https://arxiv.org/pdf/1503.03832.pdf | |
#https://github.com/taflahi/facenet/blob/master/simple/facenet.py | |
from easyfacenet.simple import facenet | |
images = [r'E:\Learning_Days_2020\Segmentation\face1.jpg',r'E:\Learning_Days_2020\Segmentation\face2.jpg',r'E:\Learning_Days_2020\Segmentation\face1.jpg'] | |
aligned = facenet.align_face(images) | |
comparisons = facenet.compare(aligned) | |
print('Image 1 and 2 comparison results') | |
print(comparisons[0][1]) | |
print('Image 1 and 3 comparison results') | |
print(comparisons[0][2]) | |
embeddings = facenet.embedding(aligned) | |
print(embeddings) | |
#More Reads | |
#http://dlib.net/face_alignment.py.html | |
#http://dlib.net/face_clustering.py.html | |
#http://dlib.net/face_detector.py.html | |
#http://dlib.net/face_landmark_detection.py.html | |
#http://dlib.net/face_recognition.py.html | |
#https://www.learnopencv.com/face-detection-opencv-dlib-and-deep-learning-c-python/ | |
#https://medium.com/data-science-lab-amsterdam/face-recognition-with-python-in-an-hour-or-two-d271324cbeb3 | |
#https://robotzero.one/face-recognition-party-greeter-raspberry-pi/ | |
#https://gist.github.com/ageitgey/1ac8dbe8572f3f533df6269dab35df65 |
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