Mô tả

Welcome to an exhilarating journey of mastering Face Recognition and Face Detection Models in Flutter! This comprehensive course empowers you to seamlessly integrate facial recognition & detection into your Flutter apps, harnessing the power of both images and live camera footage.


Face recognition has become a pivotal technology used across various industries:


- Security agencies employ it for identifying and tracking criminals.

- Companies utilize it to monitor employee activities.

- Educational institutions leverage it for streamlined attendance tracking.


In this course, you'll acquire the skills to integrate diverse face recognition models into Flutter App Development, enabling you to create intelligent and robust applications for both Android and iOS.


Course Highlights:


Understanding the Basics:


Embark on your journey by grasping the fundamental principles behind face recognition models. Explore the two core components of a face recognition system:


1. **Face Registration:**

   - Learn to register faces through image scans or live camera footage in Flutter.

   - Capture and store faces along with user-assigned names in a database in Flutter.


2. **Face Recognition:**

   - Dive into the process of recognizing registered faces in flutter.

   - Utilize face recognition models to compare scanned faces with registered ones in flutter.


Image Handling in Flutter:

Discover essential techniques for handling images in Flutter, including:


- Choosing Images from Gallery in Flutter

- Capturing Images using Camera in Flutter


These skills are crucial for passing images to face recognition models within your Flutter application.


Face Recognition With Images in Flutter:


Build your first face recognition application in Flutter, allowing users to:


- Register faces

- Recognize faces


Utilize two distinct models for face recognition in Flutter:


1. FaceNet Model

2. Mobile FaceNet Model


Real-time Face Recognition:


Advance to real-time face recognition flutter applications, registering and recognizing faces using live camera footage frames. Learn to:


- Display live camera footage in Flutter

- Process frames one by one with face recognition models in Flutter

- Achieve real-time recognition and registration in Flutter


TensorFlow Lite Integration:


Master the integration of face recognition models in Flutter using TensorFlow Lite. Explore why TensorFlow Lite is the ideal format for implementing machine learning models in mobile applications.


Face Detection:

In face recognition applications before recognizing faces we need to detect faces from images or frames of live camera footage. So for detecting those faces, we are going to use the face detection model of the ML Kit library in Flutter. So in this course, you will also learn to perform face detection in flutter with both images & live camera footage.


Course Outcomes:


Upon completion of this course:


- Integrate Face Recognition & Detection models in Flutter with both Images and live camera footage

- Implement Face Recognition-based authentication in Flutter Applications

- Construct fully functional Face Recognition-based security and attendance systems in Flutter


In essence, this course serves as a comprehensive guidebook for mastering face recognition in Flutter app development. Don't miss out on this opportunity to acquire a skill that truly matters. Join the course now and unlock the potential of Face Recognition in Flutter!

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Nội dung khoá học

9 sections

Introduction

2 lectures
Face Recognition & Detection in Flutter - 2023 Guide
02:56
How Face Recognition is Performed in Flutter
10:49

Choosing or Capturing Images in Flutter

5 lectures
Creating a new Flutter Project and Creating Application GUI
09:31
Adding Libraries and setting configurations for Android & IOS in Flutter
05:12
Choosing Images From Gallery In Flutter
06:00
Capturing Images using Camera in Flutter
03:02
Image Picker Flutter Overview
03:23

Face Detection With Images in Flutter

9 lectures
Section Introduction
04:10
Setting up face detection & recognition flutter project
04:18
What we have done so far in Flutter
04:56
Adding Face Detection Library in Flutter
03:47
Setup for IOS in Flutter
04:11
Setup for Android in Flutter
02:00
Performing Face Detection In Flutter With images
11:39
Drawing rectangles around detected faces in Flutter
08:58
Flutter Face Detector Painter class
04:35

Face Recognition With Images In Flutter

8 lectures
Cropping detected faces in Flutter
09:44
Adding face recognition models & libraries in Flutter
05:56
Passing faces to face recognition model and getting face embedding in Flutter
05:44
Registering faces in Flutter Application
06:34
Face Registration Dialogue in Flutter
02:24
Performing Face Recognition in Flutter
08:34
Drawing recognitions on screens with faces in Flutter
09:30
Validating Recognitions in Flutter
06:23

Using Tensorflow Lite Models in Flutter for Face Recognition

2 lectures
Loading Tensorflow lite models in Flutter
04:33
Passing Input to the tflite models and getting the outputs in Flutter
08:26

Storing Registered Faces In Database in Flutter

4 lectures
Creating database and loading data in Flutter
06:01
Registering new faces in database in Flutter
01:44
Comparing face embeddings and getting recognitions in Flutter
05:24
Using FaceNet model in Flutter
04:49

Displaying Live Camera Footage In Flutter

4 lectures
Creating a new Flutter project and adding libraries
06:58
Displaying Live Camera Footage in Flutter
09:14
Live Feed Flutter Application Demo
00:46
Camera Package Flutter Overview
01:26

Realtime Face Detection In Flutter

8 lectures
Realtime Face Detection In Flutter
03:03
Setting up the flutter project for realtime face recognition application
03:12
What we have done so far in Flutter
05:50
Getting frames of live camera footage in Flutter
05:44
Switching camera directions in Flutter
02:41
Performing face detection in Flutter with live camera footage
05:24
Drawing rectangles around detected faces in realtime in Flutter
06:22
Flutter Face Detector Painter
07:11

Realtime Face Recognition In Flutter

6 lectures
Cropping detected faces from frames of live camera footage in Flutter
04:17
Loading face recognition models in Flutter
03:09
Registering faces in Realtime Face Recognition Flutter application
04:36
Performing face recognition in Flutter with live camera footage
08:23
Validating recognition of tflite models in Futter
01:02
Realtime face recognition flutter application overview
04:46

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