Cyber Security and Operations Management for Industry 4.0

3A Machine Learning-Based Approach for Fruit Grading and Classification

A. Diana Andrusia,¹ T. Mary Neebha,¹ A. Trephena Patricia,² I. Thusnavis Bella Mary,¹ and Hien Dang³

¹Karunya Institute of Technology and Sciences, Coimbatore, India

²Panimalar Engineering College, Chennai, India

³Faculty of Computer Science and Engineering, Thuy Loi University, Hanoi, Vietnam

DOI: 10.1201/9781003212201-4

Contents

1. 3.1Introduction
2. 3.2Background
3. 3.3Methodology
   1. 3.3.1Image Acquisition
   2. 3.3.2Pre-processing
      1. 3.3.2.1Background Removal
      2. 3.3.2.2Feature Extraction
4. 3.4Multi-Class Support Vector Machine (MSVM)
5. 3.5Results and Discussion
   1. 3.5.1Performance Analysis
   2. 3.5.2Comparative Analysis
6. 3.6Conclusions

3.1 Introduction

The application of computer vision and machine ...