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Bioinspired Visual Motion Estimation

机译:生物启发的视觉运动估计

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摘要

Visual motion estimation is a computationally intensive, but important task for sighted animals. Replicating the robustness and efficiency of biological visual motion estimation in artificial systems would significantly enhance the capabilities of future robotic agents. Twenty five years ago, in this very journal, Carver Mead outlined his argument for replicating biological processing in silicon circuits. His vision served as the foundation for the field of neuromorphic engineering, which has experienced a rapid growth in interest over recent years as the ideas and technologies mature. Replicating biological visual sensing was one of the first tasks attempted in the neuromorphic field. In this paper, we focus specifically on the task of visual motion estimation. We describe the task itself, present the progression of works from the early first attempts through to the modern day state-of-the-art, and provide an outlook for future directions in the field.
机译:视觉运动估计是计算密集型的,但对于有视力的动物来说是重要的任务。在人工系统中复制生物视觉运动估计的鲁棒性和效率将大大增强未来机器人代理的能力。二十五年前,Carver Mead在这本杂志上概述了他关于在硅电路中复制生物处理的论点。他的愿景为神经形态工程领域奠定了基础,近年来随着思想和技术的成熟,其兴趣迅速增长。复制生物视觉是神经形态领域尝试的第一个任务之一。在本文中,我们专门关注视觉运动估计的任务。我们描述了任务本身,介绍了从早期尝试到现代技术发展的过程,并为该领域的未来发展方向提供了展望。

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