3D CNN with Visual Insights for Early Detection of Lung Cancer Using Gradient-Weighted Class Activation

Table 6

Comparison between the existing system and the proposed system on LUNA 16 dataset.

Experimental results
LUNA 16 dataset information				Existing method		Proposed method
S. No	No. of samples	Training (%)	Testing (%)	Authors	Results (%)	2D AlexNet (%)	3D AlexNet (%)	Proposed 3D AlexNet (%)
1	888	90	10	Xie et al., 2019 [3]	Accuracy 88.17	Accuracy 89.45	Accuracy 90.23	Accuracy = 97.17
2	1018	90	10	Fie li et al., 2019 [16]	Accuracy 89.67	Accuracy 88.78	Accuracy 91.13	Accuracy = 97.17