Image Fusion Using Sentinel 1 and Sentinel 2

[ABraun]

In this case you can simply train your samples on the stack which contains both S1 and S2 data and then apply the Random Forest classifier.
You will find descriptions here:

• Supervised and unsupervised classification, Sentinel 2
• Rndom forest classification steps
• Classification of GRD product