Ground pole exercises are one of my absolute favorite and most used training tools. I use them in one way or another in nearly every ride I put on a horse (and we even use them during sales prep ...

In this paper, we focus on a vision-based driver state monitoring method, where a novel training-free driver state recognition method via human-centric context and self-uncertainty-driven MLLM (HSUM).