How do I check gstreamer version?

Try

dpkg -l | grep gstreamer

to display all installed packages with gstreamer in the package name.

Please try using this command, it might give you the version you're looking for:

gst-launch-1.0 --gst-version

You can use this command:

gst-inspect-1.0 --gst-version