Wischnewski, Marco: Where to look next? : Proto-object based priority in a TVA-based model of visual attention. 2011
Inhalt
- Introduction
- Cognitive neuroscience of visual attention and eye-movement control
- Introduction
- Spatial inhomogeneous visual processing
- Overt attention
- Saliency vs Priority
- Low-level features vs object-based features
- From low-level features to proto-objects
- Visual search: where to look next?
- Summary
- A novel computational model of visual attention
- Introduction
- Spatial inhomogeneous processing
- Proto-objects
- Task-dependency by means of TVA and learning of object representations
- The model's global architecture
- Summary
- The spatial inhomogeneous low-level feature map
- Proto-object segmentation by clustering
- Introduction
- A clustering algorithm for spatial inhomogeneously arranged data
- The Gaussian pyramid
- The computation of confidence values
- Homogeneous regions by label propagation
- Merging of regions
- Filtering of regions
- Parameters, variation, and robustness
- The ``Global Effect''
- Summary
- Computation of mid-level features
- Learning the mid-level feature representations of natural objects
- Object-based priority by means of TVA
- Introduction
- The modified TVA weight equation
- The proximity effect: eccentricity-dependent weight modification
- Summary
- The priority-driven saccade
- Introduction
- Merging of proto-objects
- The attention priority map (APM)
- Inhibition of return (IOR)
- Winner-takes-all (WTA)
- The landing position
- Summary
- The model performance
- Summary and outlook
- Notation
- Image Library