Why Have Attention? • Limited resources – Too much information • Attention: 1. selects important/relevant information 2. modulates it in the context of the task at hand
Attention Mechanisms • Top-Down – Goal-driven • Bottom-up – Stimulus-driven (“attention capture”) – There is debate if total bottom-up really exists • Attention capture is shown to be modulated by task goals • Early Selection vs. Late Selection
Eye Movements Q: Why? A: Limitations of the eye – only fovea is high-res enough for many tasks Two types: – Saccades • Rapid motion (25 -30 ms) between fixations • Saccades occur every 250 -300 ms • Also evidence for “micro-saccades” – Smooth-pursuit (tracking) movements • Require feedback
Eye-Tracking Alfred Yarbus
goal-attenuated Alfred Yarbus
Saliency Maps • Itti et al proposed that bottom-up attention can be predicted from low-level visual features. • Eye-tracking can be used to validate the predictions • What are the problems with this idea?