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Text Recognition, Document Scanning & Enhancement In Flutter

Posted By: ELK1nG
Text Recognition, Document Scanning & Enhancement In Flutter

Text Recognition, Document Scanning & Enhancement In Flutter
Published 3/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 2.70 GB | Duration: 3h 50m

Build A Document Scanning App in Flutter using Text Recognition and Entity Extraction - Enhance Doc Images in Flutter

What you'll learn

Intelligently Extract Text & Data from Documents in Flutter

OCR - Recognize Text from documents in Flutter

NER - Extract Entities from text in Flutter

Enhance visibility of document images in Flutter

Crop document images effectively in Flutter Applications

Display live camera footage in Flutter

Choose or Capture images in Flutter

Applu filters on document images in Flutter

Perform text recognition and entity extraction in flutter with both images and live camera footage

Requirements

A little knowledge of App Development in Flutter is a plus

Description

Welcome to this course. In this course, we are going to build a Stunning Document Scanning Application in Flutter from Scratch. So in that application, users can recognize text in images using OCR modelsscan documents or extract entities from business cards or documents using entity extraction modelsenhance the visibility of document images in Flutter.Course Curriculum:Dealing With Images:We start by learning to choose or capture images in Flutter so that later we can use those images with machine learning models. Text Recognition in Flutter:In this part, we will learn to perform text recognition in Flutter for both Android and IOS. So we will cover the key features of OCR models and then we will use them in flutter to detect or recognize text in images. Apart from that, we will also analyze the structure of recognized text so that we can use it for a variety of use cases.Entity Extraction in Flutter:After text recognition, we will learn to extract only useful information from recognized text using the entity extraction model. So you will learn to combine text recognition and entity extraction to extract data from business cars or other documents.Image Enhancement in Flutter:In this part, we will add another exciting feature to our scanner application. So you will learn to enhance document images in flutter to improve their visibility. Image Crop & Filters:In this part, you will learn to crop document images in Flutter so that users can easily keep the necessary portion of document images. Apart from that, we will add the feature to apply a large collection of filters to our document image.So After Completing this course:You will be able to perform text recognition and entity extraction in Flutter with both images and videosYou can apply different methods to enhance document images in FlutterYou will be able to build ML-powered applications in FlutterWhat you will get4+ hours of video contentSource codeCertificate of completion30 days money back guaranteeAnd one important question is who can take this course? So if you are a beginner Flutter developer or an experienced Flutter professional this course is for you.So what are you waiting for enroll now and build your own ML powered applications in Flutter.

Overview

Section 1: Project Setup and Image Picker

Lecture 1 Creating a new flutter project and home screen of document scanning app

Lecture 2 Creating bottom portion of Home Screen of Flutter App

Lecture 3 Creating top part of Home Screen of Flutter App to select features

Lecture 4 Creating middle portion of Home Screen of Flutter App to display live camera

Section 2: Image Picker in Flutter

Lecture 5 Setting up image picker library in flutter application

Lecture 6 Chossing images from gallery in flutter application

Section 3: Text Recognition in Flutter

Lecture 7 Creator Recognizer Screen of Flutter Document Scanning Application

Lecture 8 Text Recognition in Flutter, The introduction

Lecture 9 Setting up library for Text Recognition in Flutter

Lecture 10 Loading Text Recognition model in Flutter and preparing input

Lecture 11 Passing Input to Text Recognition Models and Getting the output in Flutter

Lecture 12 Showing Recognized text to the user on Screen in Flutter

Lecture 13 Copy Recognized Text on Clipboard in Futter Application

Lecture 14 Analyse structure of recognized text in Flutter

Section 4: Named Entity Extraction in Flutter - Card Scanning

Lecture 15 Feature Selection in Flutter Document Scanning Application

Lecture 16 Setting Up Card Scanning Screen of Flutter Application

Lecture 17 Entity Extraction in Flutter, The Introduction

Lecture 18 Extracting Entities from Recognized Text in Flutter

Lecture 19 Displaying Extracted Entities in Listview in Flutter Text Scanning App

Lecture 20 Displaying Entity Specific Icon in Flutter Application

Lecture 21 Overflow Error in Recognized Entity Tile of Flutter App

Section 5: Image Crop in Flutter Document Scanning

Lecture 22 Setting up the library for Smart Image Crop in Flutter

Lecture 23 Crop Document Images in Flutter

Section 6: Realtime Document Scanning in Flutter

Lecture 24 Setting up the library for displaying live camera footage in Flutter

Lecture 25 Display Live Camera Footage in Flutter Application

Lecture 26 Testing Realtime Camera Footage in Flutter

Lecture 27 Improve GUI of camera preview in Flutter

Lecture 28 Capture Images in Flutter and Perform Text Recognition and Scanning

Lecture 29 Realtime Document Scanning Overview

Lecture 30 Displaying frame image on live camera preview in Flutter

Lecture 31 Adding Scan Animation in our Flutter Scan App

Lecture 32 Testing Scan Animation of Document Scanning Flutter App

Section 7: Document Image Enhancement in Flutter

Lecture 33 Creating image enhancement screen in our Flutter application

Lecture 34 Setting up image library in Flutter and converting images

Lecture 35 Appling Contrast on Document images in Flutter

Lecture 36 Adjusting Brightness of document images in Flutter

Lecture 37 Working on GUI of document scanning Flutter Application

Lecture 38 Making Contrast Dynamic in Flutter

Lecture 39 Adding brightness dynamic in Flutter

Lecture 40 Making Sliders More Functional in Flutter

Section 8: Image Saving and Filters in Document Scanning Flutter App

Lecture 41 Saving Enhanced Images in Gallery in Flutter

Lecture 42 Testing Enhancement of document images in Flutter

Lecture 43 Applying Filters on document images in Flutter

Anyone who want to build a document scanning application in Flutter,Beginner Flutter Developers who want to build a Machine learning powered Application in Flutter,Experienced Flutter Professional who want to learn the use of OCR and NER models in Flutter,Anyone who want to build learn the use of Text Recognition and Entity Extraction models in Flutter