具有方位选择性的双对位尖峰神经元阵列,用于编码和空间色度处理

IF 12.5 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Dingwei Li, Guolei Liu, Fanfan Li, Huihui Ren, Yingjie Tang, Yitong Chen, Yan Wang, Rui Wang, Saisai Wang, Lixiang Xing, Qi Huang, Bowen Zhu
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引用次数: 0

摘要

在人类视觉系统中,色峰编码和对手预处理是实现高能效目标感知的关键。模拟视网膜和大脑对空间和彩色脉冲信号的整合有望提高视觉传感器的效率。在这里,我们介绍了一种人工视觉神经元阵列,它可以对特定波长产生具有定向选择性的兴奋性或抑制性尖峰反应。该神经元阵列可以模拟视网膜到皮层的神经通路,作为双对手接收场对颜色信号进行空间-色彩对手预处理。利用神经元阵列的颜色尖峰预处理功能,与直接感知欠曝光物体相比,识别精度提高了近两倍,同时增强了对噪声的鲁棒性。这种结构利用生物机制同时进行脉冲编码和颜色信息的拮抗预处理,为高效的神经形态视觉系统提供了潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Double-opponent spiking neuron array with orientation selectivity for encoding and spatial-chromatic processing
Color spiking encoding and opponent preprocessing are critical for energy-efficient object perception in the human visual system. Emulating the retina and brain’s integration of spatial and chromatic spiking signals holds promise for enhancing the efficiency of vision sensors. Here, we introduce an artificial visual neuron array that generates excitatory or inhibitory spiking responses to specific wavelengths with orientation selectivity. The neuron array can function as double-opponent receptive fields for spatial-chromatic opponent preprocessing to color signals, emulating the neural pathway from the retina to the cortex. With the color spiking preprocessing function of the neuron array, the recognition accuracy is improved almost twofold compared to direct perception of underexposure objects, and the noise robustness is also strengthened. This architecture leverages biological mechanisms for simultaneous spike encoding and antagonistic preprocessing of color information, offering the potential for highly efficient neuromorphic vision systems.
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来源期刊
Science Advances
Science Advances 综合性期刊-综合性期刊
CiteScore
21.40
自引率
1.50%
发文量
1937
审稿时长
29 weeks
期刊介绍: Science Advances, an open-access journal by AAAS, publishes impactful research in diverse scientific areas. It aims for fair, fast, and expert peer review, providing freely accessible research to readers. Led by distinguished scientists, the journal supports AAAS's mission by extending Science magazine's capacity to identify and promote significant advances. Evolving digital publishing technologies play a crucial role in advancing AAAS's global mission for science communication and benefitting humankind.
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