Journal of Healthcare Engineering

Research Article

A Comprehensive Survey on the Progress, Process, and Challenges of Lung Cancer Detection and Classification

Table 1

A comparison of different surveys based on lung nodules and cancer detection.
SurveyRef[27][28][29][30][31][32][33][34][35]Ours
Year201820192019202020202020202020212021—
Taxonomy ✗✗✗✗✗✗✓✗✗✓
Dataset ✓✓✓✓✓✓✓✓✓✓
Image preprocessing ✓✗✗✗✓✗✓✓✗✓
Feature extraction ✗✗✗✓✓✓✓✓✓✓
Segmentation ✓✓✓✓✓✓✓✓✓✓
Feature selection ✓✗✗✗✗✗✗✓✓✓
Image modalities ✗✓✗✓✗✓✗✓✗✓
Evaluation metrics ✗✓✓✓✓✓✗✓✗✓
Challenges ✗✓✓✗✓✗✗✗✗✓
AI basedMachine learning ✗✓✓✓✗✓✓✓✓✓
Deep learningCNN ✗✗✗✓✗✗✗✗✗✓
Other ✓✗✗✗✓✓✓✓✓✓