We investigate the amplification of curvature perturbations in a two-field inflation model
featuring a Gaussian potential bump. When the inflaton encounters a potential bump along the
inflationary trajectory, its rolling speed is generally reduced, potentially causing a violation
of the slow-roll condition. Consequently, the original decaying modes of comoving curvature
perturbations during the slow-roll phase start growing, and lead to enhanced small-scale density
perturbations which can produce amounts of primordial black holes (PBHs) and associated
scalar-induced gravitational waves. In addition, inflaton also undergoes sudden turnings at the
encounter of the Gaussian potential bump, which is insignificant to the overall curvature power
spectrum due to the short duration of these turns. Our paper offers a simple example of the
extension of a bump-like potential for PBH formation in a single-field inflation to a two-field
case, which helps alleviate the fine-tuning of initial conditions to some extent.