. 2022 Dec 16;2022:5905230. doi: 10.1155/2022/5905230

Table 1.

A comparison of different surveys based on lung nodules and cancer detection.

Survey			Ref	[27]	[28]	[29]	[30]	[31]	[32]	[33]	[34]	[35]	Ours
Survey			Year	2018	2019	2019	2020	2020	2020	2020	2021	2021	—
Taxonomy				✗	✗	✗	✗	✗	✗	✓	✗	✗	✓
Dataset				✓	✓	✓	✓	✓	✓	✓	✓	✓	✓
Image preprocessing				✓	✗	✗	✗	✓	✗	✓	✓	✗	✓
Feature extraction				✗	✗	✗	✓	✓	✓	✓	✓	✓	✓
Segmentation				✓	✓	✓	✓	✓	✓	✓	✓	✓	✓
Feature selection				✓	✗	✗	✗	✗	✗	✗	✓	✓	✓
Image modalities				✗	✓	✗	✓	✗	✓	✗	✓	✗	✓
Evaluation metrics				✗	✓	✓	✓	✓	✓	✗	✓	✗	✓
Challenges				✗	✓	✓	✗	✓	✗	✗	✗	✗	✓
AI based	Machine learning			✗	✓	✓	✓	✗	✓	✓	✓	✓	✓
	Deep learning	CNN		✗	✗	✗	✓	✗	✗	✗	✗	✗	✓
	Deep learning	Other		✓	✗	✗	✗	✓	✓	✓	✓	✓	✓