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Title: Face Detection using OpenCV in Python - The Python Code

Open Graph Title: Face Detection using OpenCV in Python - The Python Code

X Title: Face Detection using OpenCV in Python - The Python Code

Description: Performing face detection using both Haar Cascades and Single Shot MultiBox Detector methods with OpenCV's dnn module in Python.

Open Graph Description: Performing face detection using both Haar Cascades and Single Shot MultiBox Detector methods with OpenCV's dnn module in Python.

X Description: Performing face detection using both Haar Cascades and Single Shot MultiBox Detector methods with OpenCV's dnn module in Python.

Opengraph URL: https://thepythoncode.com/article/detect-faces-opencv-python

X: @ThePythonCode1

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Domain: www.thepythoncode.com

authorAbdeladim Fadheli
date2019-09-06T10:50:08.023000+00:00
categoryMachine Learning, Computer Vision
og:typewebsite
og:imagehttps://thepythoncode.com/media/articles/face-detection.jpg
og:image:width600
og:image:height315
twitter:cardsummary_large_image
twitter:imagehttps://thepythoncode.com/media/articles/face-detection.jpg
twitter:image:altFace Detection using OpenCV in Python

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OpenCV library.https://opencv.org/
haar cascade classifiershttps://en.wikipedia.org/wiki/Haar-like_feature
Single Shot Multibox Detectorshttps://arxiv.org/abs/1512.02325
object detectionhttps://www.thepythoncode.com/article/yolo-object-detection-with-opencv-and-pytorch-in-python
this tutorialhttps://www.thepythoncode.com/article/image-classification-keras-python
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dnnhttps://docs.opencv.org/master/d2/d58/tutorial_table_of_content_dnn.html
SSDshttps://arxiv.org/abs/1512.02325
ResNet face detection model architecturehttps://raw.githubusercontent.com/opencv/opencv/master/samples/dnn/face_detector/deploy.prototxt
its pre-trained weightshttps://raw.githubusercontent.com/opencv/opencv_3rdparty/dnn_samples_face_detector_20180205_fp16/res10_300x300_ssd_iter_140000_fp16.caffemodel%20
mean subtractionhttps://stats.stackexchange.com/questions/211436/why-normalize-images-by-subtracting-datasets-image-mean-instead-of-the-current
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Face detection with OpenCV and deep learning - Pyimagesearch.https://www.pyimagesearch.com/2018/02/26/face-detection-with-opencv-and-deep-learning/
OpenCV documentation for Face Detection using Haar Cascades.https://docs.opencv.org/3.4.1/d7/d8b/tutorial_py_face_detection.html
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