Computer Vision: Face Recognition Quick Starter in Python [Video]
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Free ChapterIntroduction
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Environment Setup: Using Anaconda Package
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Python Basics
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Setting Up Environment - Additional Dependencies (with DLib Fixes)
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Introduction to Face Detectors
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Face Detection Implementation
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Optional: cv2.imshow() Not Responding Issue Fix
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Real-Time Face Detection from Webcam
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Video Face Detection
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Real-Time Face Detection - Face Blurring
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Real-Time Facial Expression Detection - Installing Libraries
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Real-Time Facial Expression Detection - Implementation
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Video Facial Expression Detection
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Image Facial Expression Detection
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Real-Time Age and Gender Detection Introduction
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Real-Time Age and Gender Detection Implementation
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Image Age and Gender Detection Implementation
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Introduction to Face Recognition
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Face Recognition Implementation
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Real-Time Face Recognition
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Video Face Recognition
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Face Distance
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Face Landmarks Visualization
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Multi Face Landmarks
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Face Makeup Using Face Landmarks
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Real-Time Face Makeup
About this
video
This course will help you delve into face recognition using Python without having to deal with all the complexities and mathematics associated with the deep learning process.
You will start with an introduction to face detection and face recognition technology. After this, you’ll get the system ready by installing the Anaconda package and other dependencies and libraries. You’ll then write Python code to detect faces from a given image and extract the faces as separate images. Next, you’ll focus on face detection by streaming a real-time video from the webcam.
Customize the face detection program to blur the detected faces dynamically from the webcam video stream. You’ll also learn facial expression recognition and age and gender prediction using a pre-trained deep learning model.
Later, you’ll progress to writing Python code for face recognition, which will help identify the faces that are already detected. Then you’ll explore the concept of face distance and tweak the face landmark points used for face detection.
By the end of this course, you’ll be well-versed with face recognition and detection and be able to apply your skills in the real world.
All the codes and supporting files for this course will be available at https://github.com/PacktPublishing/Computer-Vision-Face-Recognition-Quick-Starter-in-Python
- Publication date:
- July 2020
- Publisher
- Packt
- Duration
- 4 hours 15 minutes
- ISBN
- 9781800567221