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Microsaccade-inspired event camera for robotics

人工智能 计算机视觉 神经形态工程学 Microsaccade 计算机科学 机器人学 事件(粒子物理) 机器人 眼球运动 人工神经网络 物理 量子力学 囊状掩蔽
作者
Botao He,Ze Wang,Yuan Zhou,J Chen,Chahat Deep Singh,Haojia Li,Yuman Gao,Shaojie Shen,Kaiwei Wang,Yanjun Cao,Chao Xu,Yiannis Aloimonos,Fei Gao,Cornelia Fermüller
出处
期刊:Science robotics [American Association for the Advancement of Science (AAAS)]
卷期号:9 (90) 被引量:1
标识
DOI:10.1126/scirobotics.adj8124
摘要

Neuromorphic vision sensors or event cameras have made the visual perception of extremely low reaction time possible, opening new avenues for high-dynamic robotics applications. These event cameras’ output is dependent on both motion and texture. However, the event camera fails to capture object edges that are parallel to the camera motion. This is a problem intrinsic to the sensor and therefore challenging to solve algorithmically. Human vision deals with perceptual fading using the active mechanism of small involuntary eye movements, the most prominent ones called microsaccades. By moving the eyes constantly and slightly during fixation, microsaccades can substantially maintain texture stability and persistence. Inspired by microsaccades, we designed an event-based perception system capable of simultaneously maintaining low reaction time and stable texture. In this design, a rotating wedge prism was mounted in front of the aperture of an event camera to redirect light and trigger events. The geometrical optics of the rotating wedge prism allows for algorithmic compensation of the additional rotational motion, resulting in a stable texture appearance and high informational output independent of external motion. The hardware device and software solution are integrated into a system, which we call artificial microsaccade–enhanced event camera (AMI-EV). Benchmark comparisons validated the superior data quality of AMI-EV recordings in scenarios where both standard cameras and event cameras fail to deliver. Various real-world experiments demonstrated the potential of the system to facilitate robotics perception both for low-level and high-level vision tasks.
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