We have seen some issues with USB headsets if they are plugged in after the browser is launched. Sometimes the browser does not detect a new USB device and won't do a good job of routing the call. The same with Bluetooth devices.
If possible, we would recommend the regular audio jack. If you have an option of a noise-canceling microphone, they work very well.