Setup: Open both the webcam stream and a stopwatch on my computer. Point the streaming camera at my computer screen. Take a picture or screenshot of the computer. The difference in timestamps between the stopwatch on the screen and what's shown in the stream is the end-to-end latency.
I hooked everything up to ethernet so I wasn't also measuring my wifi performance