[Khóa luận tốt nghiệp] Design and implementation of classfication and delivery based on computer vision

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TABLE OF CONTENTS
LIST OF PICTURES  .............................................................................................................  vi
LIST OF TABLES  ................................................................................................................  viii
ABBREVIATIONS  .................................................................................................................  ix
CHAPTER1: OVERVIEW  .....................................................................................................  1
1.1  Introduction  ..................................................................................................................  1
1.2  Objective  ......................................................................................................................  2
1.3  Limitation  .....................................................................................................................  2
1.4  Research Method  .........................................................................................................  2
1.5  Object and Scope of the study  .....................................................................................  2
1.5.1  Object of the study  ................................................................................................  3
1.5.2  Scope of the study ................................................................................................  3
1.6  Outline .........................................................................................................................  4
CHAPTER 2: BACKGROUND  .............................................................................................  6
2.1 AI Technology  ..................................................................................................................  6
2.1.1 Overview of CNN  ......................................................................................................  6
2.1.2 Yolo network  .............................................................................................................  9
2.1.3 Yolov7  .....................................................................................................................  12
2.1.4 OCR Theory  ............................................................................................................  16
2.1.5 Tesseract model  .......................................................................................................  17
2.2 Barcode Technology  .......................................................................................................  18
2.2.1 Introduction to barcode  ............................................................................................  18
2.2.2 Barcode types  ..........................................................................................................  19
2.2.3 The methods of Barcode scanning...........................................................................  20
2.2.4 Code 128  ..................................................................................................................  22
2.3 The overview of AGV  ....................................................................................................  24
2.3.1 The introduction of AGV  ........................................................................................  24
2.2.2 The fundamental architecture of an AGV system  ...................................................  25
2.4 PYQT5 Platform  .............................................................................................................  29
2.5 Firebase  ...........................................................................................................................  31
2.5.1 Introduction to Firebase  ...........................................................................................  31
2.5.2 Some features of Firebase........................................................................................  32
2.5.3 The pros and cons of firebase  ..................................................................................  33
2.6 Other techniques used in the project ..............................................................................  33
2.6.1 The working principle of the infrared sensor circuit in the vehicle's line detector  .  33
2.6.2 Pulse width modulation (PWM)  ..............................................................................  34
2.6.3 General operating principles of Automatic Traction Robot  ....................................  35 
v
2.6.4 The method for establishing the robot's location in relation to the line  ..................  36
2.6.5 Serial Peripheral Interface (SPI)  ..............................................................................  39
CHAPTER 3: DESIGN AND IMPLEMENTATION  ........................................................  43
3.1 System requirements ......................................................................................................  43
3.2 Block diagram ................................................................................................................  43
3.3 AI System  .......................................................................................................................  45
3.3.1 Hardware Design  .....................................................................................................  45
3.3.2 Detail Software Design  ............................................................................................  47
3.4 AGV SYSTEM  ...............................................................................................................  54
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