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A Unified Framework for 3rd Generation LIDAR Pulse Processing Based on Finite Rate of Innovations

机译:基于有限创新速率的第三代激光脉脉冲处理统一框架

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In this paper, we introduce a LIDAR return pulse analysis framework based on the concept of finite rate of innovations (FRI). Specifically, the proposed FRI-based model allows us to characterize the temporal return pulse envelopes captured by 3rd generation LIDAR systems in a low dimensional space. Furthermore, the extracted model parameters can often be mapped to specific physical features of the scene being captured, aiding in high-level interpretation. After describing the model formulation and extraction process, we illustrate its potential utility in two specific applications: sub-spot size ranging (super-resolution) and random impulsive scene scanning. In the course of this discussion, we also relate the FRI model to compressive sensing and sparse range-map reconstruction.
机译:在本文中,我们介绍了基于有限创新速率(FRI)的概念的激光乐返回脉冲分析框架。具体地,所提出的基于FRI的模型允许我们在低维空间中的第三代LIDAR系统捕获的时间返回脉冲信封。此外,提取的模型参数通常可以映射到被捕获的场景的特定物理特征,从而处理高级解释。在描述模型配方和提取过程之后,我们在两个特定应用中说明了其潜在的效用:子点尺寸测距(超分辨率)和随机脉冲场景扫描。在讨论过程中,我们还将FRI模型与压缩感应和稀疏范围地图重建相关联。

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