 First-passage density of Brownian motion with positive drift

For ${\tau }_{a,b}=\inf \{t\ge 0:B_t+bt=a\}$ with $a,b>0$,The Cameron-Martin likelihood at a driftless path hitting $a$ at time $t$ is $e^{ab-b^{2}t/2}$.