Fragment-Based Learning of Visual Object Categories in Non-Human Primates

被引:10
|
作者
Kromrey, Sarah [1 ,2 ]
Maestri, Matthew [1 ,2 ]
Hauffen, Karin [1 ,2 ]
Bart, Evgeniy [3 ]
Hegde, Jay [1 ,2 ,4 ]
机构
[1] Med Coll Georgia, Brain & Behav Discovery Inst, Augusta, GA 30912 USA
[2] Med Coll Georgia, Vis Discovery Inst, Augusta, GA 30912 USA
[3] Palo Alto Res Ctr PARC, Intelligent Syst Lab, Palo Alto, CA USA
[4] Med Coll Georgia, Dept Ophthalmol, Augusta, GA 30912 USA
来源
PLOS ONE | 2010年 / 5卷 / 11期
关键词
MEDIAL TEMPORAL-LOBE; NEURAL REPRESENTATION; AREA V2; ACUITY; RECOGNITION; INFORMATION; CORTEX; PERCEPTION; FEATURES; MONKEYS;
D O I
10.1371/journal.pone.0015444
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
When we perceive a visual object, we implicitly or explicitly associate it with an object category we know. Recent research has shown that the visual system can use local, informative image fragments of a given object, rather than the whole object, to classify it into a familiar category. We have previously reported, using human psychophysical studies, that when subjects learn new object categories using whole objects, they incidentally learn informative fragments, even when not required to do so. However, the neuronal mechanisms by which we acquire and use informative fragments, as well as category knowledge itself, have remained unclear. Here we describe the methods by which we adapted the relevant human psychophysical methods to awake, behaving monkeys and replicated key previous psychophysical results. This establishes awake, behaving monkeys as a useful system for future neurophysiological studies not only of informative fragments in particular, but also of object categorization and category learning in general.
引用
收藏
页数:12
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