地址事件编码的分层令牌环

P. Purohit, R. Manohar
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引用次数: 3

摘要

地址-事件表示(AER)是一种事件驱动的神经形态芯片间编码和通信协议,最初是为了在神经形态芯片之间传递稀疏神经事件的位置和时间信息而提出的。该协议广泛应用于生物启发的、基于事件的视觉传感器中,用于传递视觉事件。同样的方法也被用于科学成像应用,但是现有编码方案的性能在大型传感器阵列和大范围的事件速率下会下降。本文提出了一种新的基于层次令牌环(HTR)的AER编码方案,该方案融合了基于事件和扫描的方法。我们表明,在科学成像应用的背景下,与现有的基于树的方法相比,HTR在延迟、吞吐量和功耗方面提供了显著的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hierarchical Token Rings for Address-Event Encoding
Address-event representation (AER) is an event-driven, neuromorphic inter-chip encoding and communication protocol originally proposed to communicate location and timing information of sparse neural events between neuromorphic chips. The protocol is widely used in bio-inspired, event-based vision sensors to communicate visual events. The same approach has been explored for scientific imaging applications, but the performance of existing encoding schemes degrades in the presence of large sensor arrays and a wide range of event rates. In this paper, we introduce a new AER encoding scheme based on hierarchical token-rings (HTR), which blends event-based and scanning approaches. We show that HTR offers significant improvement in latency, throughput, and power compared to existing tree-based approaches in the context of scientific imaging applications.
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