Imaging prior information in the brain

被引:28
作者
Gorlin, Scott [1 ]
Meng, Ming [2 ]
Sharma, Jitendra [1 ]
Sugihara, Hiroki [1 ]
Sur, Mriganka [1 ]
Sinha, Pawan [1 ]
机构
[1] MIT, Dept Brain & Cognit Sci, Cambridge, MA 02139 USA
[2] Dartmouth Coll, Dept Psychol & Brain Sci, Hanover, NH 03755 USA
基金
美国国家卫生研究院;
关键词
neural decoding; functional MRI; top-down processing; priming; vision; FEATURE-BASED ATTENTION; VISUAL AREAS; ORIENTATION; MECHANISMS; CORTEX; REPRESENTATIONS; SELECTIVITY; ACTIVATION; RESPONSES; STIMULI;
D O I
10.1073/pnas.1111224109
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In making sense of the visual world, the brain's processing is driven by two factors: the physical information provided by the eyes ("bottom-up" data) and the expectancies driven by past experience ("top-down" influences). We use degraded stimuli to tease apart the effects of bottom-up and top-down processes because they are easier to recognize with prior knowledge of undegraded images. Using machine learning algorithms, we quantify the amount of information that brain regions contain about stimuli as the subject learns the coherent images. Our results show that several distinct regions, including high-level visual areas and the retinotopic cortex, contain more information about degraded stimuli with prior knowledge. Critically, these regions are separate from those that exhibit classical priming, indicating that top-down influences are more than feature-based attention. Together, our results show how the neural processing of complex imagery is rapidly influenced by fleeting experiences.
引用
收藏
页码:7935 / 7940
页数:6
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