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A bio-inspired vision front-end chip with spatio-temporal processing and adaptive image capture

机译:具有时空处理和自适应图像捕获的生物启发视觉前端芯片

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This paper presents an advanced CMOS imager with concurrent parallel processing for early-vision tasks. The network is arranged in two layers of 32×32 programmable mixed-signal elementary processors with programmable linear feedback and control masks and inter-layer connections for continuous-time cellular neural network dynamics. The ratio of the time constants of these layers is user selectable. There are also feedforward connections to a faster third layer, intended to combine of the outputs of the other two in parallel. We have employed a restricted set of weights, trading flexibility for robustness. It results in a more linear multiplier block and, consequently, a significant reduction of irregularities in the propagation of analog waves ought to asymmetric synapses. Also global and local adaptation to illumination conditions, both throughout the scene and from frame to frame, are implemented on-chip, making use of the available focal-plane processing capabilities. The predicted computing power per area and power consumption is amongst the largest reported, what renders this kind of devices as an efficient front-end for portable applications of artificial vision.
机译:本文提出了一个高级CMOS成像器,具有用于早期视觉任务的并行并行处理。该网络以两层32×32可编程混合信号基本处理器布置,具有可编程线性反馈和控制掩模和用于连续时间蜂窝神经网络动态的层间连接。这些层的时间常数与用户可选择的比率。还有更快的第三层的前馈连接,旨在将其他两个并联的输出组合。我们雇用了一套受限制的重量,对鲁棒性的交易灵活性。它导致更线性的乘法器块,因此,模拟波的传播中的不规则性的显着降低了不对称突触。在整个场景和帧到框架中,也实现了全局和局部适应照明条件,在片上实现,利用可用的焦平面处理能力。每个区域的预测计算功率和功耗是最大报告的,这类设备是什么,作为人工视觉的便携式应用的有效前端。

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