Learning pop-out detection: Building representations for conflicting target-distractor relationships

Merav Ahissar*, Roni Laiwand, Gal Kozminsky, Shaul Hochstein

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

42 Scopus citations


Studies of perceptual learning consistently found that improvement is stimulus specific. These findings were interpreted as indicating an early cortical learning site. In line with this interpretation, we consider two alternative hypotheses: the 'earliest modification' and the 'output-level modification' assumptions, which respectively assume that learning occurs within the earliest representation which is selective for the trained stimuli, or at cortical levels receiving its output. We studied performance in a pop-out task using light bar distractor elements of one orientation, and a target element rotated by 30°(or 90°). We tested the alternative hypotheses by examining pop-out learning through an initial training phase, a subsequent learning stage with swapped target and distractor orientations, and a final re-test with the originally trained stimuli. We found learning does not transfer across orientation swapping. However, following training with swapped orientations, a similar performance level is reached as with original orientations. That is, learning neither facilitates nor interferes to a substantial degree with subsequent performance with altered stimuli. Furthermore, this re-training does not hamper performance with the originally trained stimuli. If training changed the earliest orientation selective representation (specializing it for performance of the particular performed task) it would necessarily affect performance with swapped orientations, as well. The co-existence of similar asymptotes for apparently conflicting stimulus sets refutes the 'earliest modification' hypothesis, supporting the alternative 'output level modification' hypothesis. We conclude that secondary cortical processing levels use outputs from the earliest orientation representation to compute higher order structures, promoting and improving successful task performance.

Original languageAmerican English
Pages (from-to)3095-3107
Number of pages13
JournalVision Research
Issue number20
StatePublished - Oct 1998

Bibliographical note

Funding Information:
We thank Robert Shapley for important suggestions in the course of this study, for reviewing manuscript drafts, and suggesting the control experiment of Fig. 6 . We thank Anne Treisman for collaboration, counsel and comments on this work. We thank an anonymous reviewer for comments leading to the ‘ring’ control experiments. The research was supported by grants from the US-Israel Binational Science Foundation (BSF) and the Israel Science Foundation of the Israel Academy of Arts and Sciences.


  • Behavior
  • Detection
  • Learning
  • Modification
  • Perception
  • Psychophysics
  • Search
  • Training
  • Vision


Dive into the research topics of 'Learning pop-out detection: Building representations for conflicting target-distractor relationships'. Together they form a unique fingerprint.

Cite this