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Attention deployment in natural scenes: Higher-order scene statistics rather than semantics modulate the N2pc
Daniel Walper1,2, Alexandra Bendixen3,4, Sabine Grimm1,3,5
1Physics of Cognition Group, Chemnitz University of Technology, Chemnitz, Germany.
Journal of Vision
|June 7, 2024
Summary
Natural scenes are more distracting than noise during visual search due to higher-order statistics, not semantics or layout. This impacts attentional selection and reaction times.
Area of Science:
- Cognitive Psychology
- Neuroscience
- Computer Vision
Background:
- Visual search in natural scenes is complex.
- Understanding scene properties influencing search difficulty is crucial.
Purpose of the Study:
- To investigate whether low-level statistics, higher-level statistics, semantics, or layout affect visual search difficulty in natural scenes.
- To determine which scene properties make natural scenes effective distractors.
Main Methods:
- Three experiments were conducted with participants searching for a Gabor patch target.
- Backgrounds varied in preserved properties: natural scenes, 1/f noise (low-level statistics), textures (low- and higher-level statistics), and inverted scenes (statistics and semantics).
- Event-related potentials (ERPs), specifically the N2pc component, were measured as a marker of attentional selection.
Main Results:
- Reaction times were faster for targets on noise backgrounds and slower on inverted scenes compared to natural scenes and textures.
- The N2pc component showed shorter latency and higher amplitude for targets in noise compared to other backgrounds.
- Backgrounds contralateral to the target influenced performance similarly to the target side, with noise facilitating faster reactions and shorter N2pc latencies.
Conclusions:
- Natural scenes are more effective distractors than noise when searching for simple targets.
- This distractor effect stems from higher-order scene statistics, rather than semantic content or spatial layout.
- Scene statistics, particularly higher-order ones, play a significant role in modulating visual search efficiency and attentional processes.
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