Society 5.0 and the Future of Emerging Computational Technologies

9  Efficient Approach for Lung Cancer Detection Using Artificial Intelligence

Er. Vinod Kumar and Dr. Brijesh Bakariya

DOI: 10.1201/9781003184140-9

CONTENTS

9.1 Introduction

9.2 Background and Related Work

9.3 Proposed Model

9.3.1 Dataset (LIDC-IDRI)

9.3.2 Image Enhancement

9.4 Image Segmentation

9.4.1 Watershed Segmentation

9.4.2 Otsu’s Thresholding

9.5 Feature Extraction

9.5.1 Distances

9.5.2 Area

9.5.3 Convex Area

9.5.4 Perimeter

9.5.5 Convex Perimeter

9.5.6 Axis Length

9.5.7 Major Axis Length

9.5.8 Minor Axis Length

9.5.9 Compactness

9.5.10 Eccentricity

9.5.11 Standard Deviation

9.5.12 Skewness

9.5.13 Kurtosis

9.5.14 Entropy

9.6 Metrics of Performance Evaluation

9.6.1 Precision/Positive Predictive Value (PPV)

9.6.2 Negative Predictive ...