Emergence of Visual Receptive Field with Special Spatial-Temporal Response Characteristics by Self-organization

摘要：

We explore the possible mechanism underlying the development of visual receptive field with special spatial-temporal response characteristics by self-organization, to answer how some simple-feature analysis neuron form through prenatal development in the absence of visual experience. The proposed self-organization model is characterized by modifying the Hebb learning rule through introducing the asymmetry time window for synoptic modification. The model may be more widely applicable than Linsker model and Wimbauer model. It can not only provide new possibility to elucidate how the diversified spatial-temporal receptive field of various types of visual neuron emerge, but can also fairly explain the special visual information processing principle on contrast polarity sensitive neurons found recently in visual system of vertebrate.

作者: Huimin LU Jie TIAN

作者单位: Laboratory of Visual Information processing,Institute of Biophysics, Chinese Academy of Sciences,Beijing 100101,China

会议类型: 国际会议

会议名称: 8th International Conference on Neural Information Processing(ICONIP 2001)(第八届国际神经信息处理大会)

会议地点: 上海

会议语种:英文

页码: 1075-1080

在线出版日期: 2001-11-14（万方平台首次上网日期，不代表论文的发表时间）