How does bottom-up information affect the development of top-down attentional control skills during the learning of visuomotor tasks? Why is the eye fovea so small? Strong evidence supports the idea that in humans foveation is mainly guided by task-specific skills, but how these are learned is still an important open problem. We designed and implemented a simulated neural eye-arm coordination model to study the development of attention control in a search-and-reach task involving simple coloured stimuli. The model is endowed with a hard-wired bottom-up attention saliency map and a top-down attention component which acquires task-specific knowledge on potential gaze targets and their spatial relations. This architecture achieves high performance very fast. To explain this result, we argue that: (a) the interaction between bottom-up and topdown mechanisms supports the development of task-specific attention control skills by allowing an efficient exploration of potentially useful gaze targets; (b) bottom-up mechanisms boast the exploitation of the initial limited task-specific knowledge by actively selecting areas where it can be suitably applied; (c) bottom-up processes shape objects representation, their value, and their roles (these can change during learning, e.g. distractors can become useful attentional cues); (d) increasing the size of the fovea alleviates perceptual aliasing, but at the same time increases input processing costs and the number of trials required to learn. Overall, the results indicate that bottom-up attention mechanisms can play a relevant role in attention control, especially during the acquisition of new task-specific skills, but also during task performance.

Ognibene, D., Pezzulo, G., Baldassarre, G. (2010). How can bottom-up information shape learning of top-down attention control skills?. In Proceedings of 9th International Conference on Development and Learning (pp.231-237). Springer [10.1109/DEVLRN.2010.5578839].

How can bottom-up information shape learning of top-down attention control skills?

Ognibene D
Primo
;
2010

Abstract

How does bottom-up information affect the development of top-down attentional control skills during the learning of visuomotor tasks? Why is the eye fovea so small? Strong evidence supports the idea that in humans foveation is mainly guided by task-specific skills, but how these are learned is still an important open problem. We designed and implemented a simulated neural eye-arm coordination model to study the development of attention control in a search-and-reach task involving simple coloured stimuli. The model is endowed with a hard-wired bottom-up attention saliency map and a top-down attention component which acquires task-specific knowledge on potential gaze targets and their spatial relations. This architecture achieves high performance very fast. To explain this result, we argue that: (a) the interaction between bottom-up and topdown mechanisms supports the development of task-specific attention control skills by allowing an efficient exploration of potentially useful gaze targets; (b) bottom-up mechanisms boast the exploitation of the initial limited task-specific knowledge by actively selecting areas where it can be suitably applied; (c) bottom-up processes shape objects representation, their value, and their roles (these can change during learning, e.g. distractors can become useful attentional cues); (d) increasing the size of the fovea alleviates perceptual aliasing, but at the same time increases input processing costs and the number of trials required to learn. Overall, the results indicate that bottom-up attention mechanisms can play a relevant role in attention control, especially during the acquisition of new task-specific skills, but also during task performance.
paper
active vision; reinforcement learning; developmental model; artificial neural networks; sensory motor control;
English
ICDL2010 18-21 August
2010
Proceedings of 9th International Conference on Development and Learning
9781424469024
2010
2
231
237
5578839
reserved
Ognibene, D., Pezzulo, G., Baldassarre, G. (2010). How can bottom-up information shape learning of top-down attention control skills?. In Proceedings of 9th International Conference on Development and Learning (pp.231-237). Springer [10.1109/DEVLRN.2010.5578839].
File in questo prodotto:
File Dimensione Formato  
05578839(1).pdf

Solo gestori archivio

Dimensione 561.33 kB
Formato Adobe PDF
561.33 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/301923
Citazioni
  • Scopus 15
  • ???jsp.display-item.citation.isi??? ND
Social impact