Urbanization Detection Using LiDAR-Based Remote Sensing Images of Azad Kashmir Using Novel 3D CNNs

Table 2

Comparative study of current work with previous approaches.

Techniques	Class	Accuracy
Proposed 3DCNN+LiDAR	Urban	95%
	Rural	95.6%
	Vegetation	90%
SVM+LiDAR [18]	Urban	89%
	Rural	88%
	Vegetation	89%
2D CNN [17]	Urban	90%
	Rural	90%
	Vegetation	90.5%
2D CNN+SVM LiDAR [11]	Urban	86%
	Rural	86.43%
	Vegetation	87%