Table 7. Time required to down-sampling and training and validation for PointNet and PointNet++. Unit: minute

Content of analysis Down-sampling by FPS Training and validation
PointNet PointNet++
Down-sampling intensity S1 S2 S3 S4 S1 S2 S3 S4 S1 S2 S3 S4
TLS 83 159 312 617 42 43 44 49 59 61 60 69
MLS 21 41 81 161 42 42 44 49 60 61 61 69