We have developing one video channel in the Roku. We want to collect the crash logs and send them to the server for tracking the crashes. 
Is there any way to fetch the crash logs through code?

Nope.  As soon as there is a crash your channel immediately stops running.  Roku has access to the logs but nobody else does.