Table 2.

Possible benefits and limitations of traditional ML vs. deep learning.

Traditional Machine Learning	Deep Learning
Requires ROI segmentation	ROI segmentation optional
Features are pre-specified	Features generated by model
Features are easily quantified	Features difficult to quantify
Computationally less intensive	Computationally more intensive
May perform better on small datasets	May perform better on large datasets