Background: In behavioral studies of learning, a distinction is common
ly made between gradual and abrupt improvements in performance. The le
arning of perceptual and motor skills is often characterized by gradua
l, incremental improvement, and is found not to generalize over stimul
us manipulations such as changes in the size or location of the retina
l image. In contrast, marked improvement in performance can occur sudd
enly - a phenomenon which has been termed 'insight'. Consequently, the
brain mechanisms subserving the two types of learning are commonly th
ought of as distinct. Here, we examine learning of a perceptual task i
n which improvement appears to exhibit characteristics of both gradual
and abrupt learning. Results: We describe experiments on illusory-con
tour perception in which the observers underwent an abrupt, dramatic i
mprovement in performance, resembling an incident of insight. Al the s
ame time, however, the phenomenon showed a degree of stimulus-specific
ity that was previously thought to characterize incremental, gradual l
earning. The improvement was triggered only by specific visual stimuli
, whereas other, quite similar, stimuli were found to be ineffective f
or training; the learning did not generalize to a new retinal image si
ze, and re-training was necessary for different-sized images. Conclusi
ons: The juxtaposition of abrupt and stimulus-specific learning that w
e observed suggests that the distinction between the two forms of lear
ning needs to be revised. Rather than postulating two distinct mechani
sms, incremental and insightful learning need to be addressed within a
single framework. In particular, the findings suggest that learning m
ay involve interactions between multiple levels of representations of
the stimulus.