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I'd like to launch CPU and GPU intensive process on some machines, but these processes must not interfere with user's tasks. So I need to limit or at least detect GPU usage by my processes. These processes are closed-source, so I can't watch GPU usage from inside.
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Right click on the desktop and select [NVIDIA Control Panel]. Select [View] or [Desktop] (the option varies by driver version) in the tool bar then check [Display GPU Activity Icon in Notification Area]. In Windows taskbar, mouse over the "GPU Activity" icon to check the list.
To monitor the overall GPU resource usage, click the Performance tab, scroll down the left pane, and find the “GPU” option. Here you can watch real-time usage. It displays different graphs for what is happening with your system — like encoding videos or gameplay.
The answer to your subject line question is: yes (On Windows Vista and up), use Process Explorer from Microsoft to monitor per process GPU usage. nvidia's parallel nsight can do this also. Now, the body of your question sounds like you want to do this remotely. Unfortunately I'm not aware of a way to do this remotely. Still, hopefully this will be of some use to you.
edit to add: If you fire up Process Explorer I don't think it shows the GPU stats by default, to get them right click on the list of columns and add them.
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