If you cycle a lot, you're almost guaranteed to crash at some point. Falling from walking or jogging is extremely unlikely. You also have much better chance of blocking the fall with your arms, as they're not on a handlebar, but rather already balancing your body.
Many walkers and joggers wear a lit up harness (or even bicycle lights) to improve their visibility while walking after dark in my area. So yes, some wear safety gear.