Resolution Limit of Single-Photon LIDAR

Stanley H. Chan, Hashan K Weerasooriya, Weijian Zhang,Pamela Abshire,Istvan Gyongy,Robert Henderson

CVPR 2024(2024)

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摘要
Single-photon Light Detection and Ranging (LiDAR) systems are often equippedwith an array of detectors for improved spatial resolution and sensing speed.However, given a fixed amount of flux produced by the laser transmitter acrossthe scene, the per-pixel Signal-to-Noise Ratio (SNR) will decrease when morepixels are packed in a unit space. This presents a fundamental trade-offbetween the spatial resolution of the sensor array and the SNR received at eachpixel. Theoretical characterization of this fundamental limit is explored. Byderiving the photon arrival statistics and introducing a series of newapproximation techniques, the Mean Squared Error (MSE) of themaximum-likelihood estimator of the time delay is derived. The theoreticalpredictions align well with simulations and real data.
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关键词
Light Detection And Ranging,Mean Square Error,Spatial Resolution,Time Delay,Maximum Likelihood Estimation,Theoretical Predictions,Amount Of Flux,Essential Step,Poisson Distribution,Simulation Experiments,Pulse Width,Step Function,Arrival Time,Goal Of This Paper,Poisson Process,Time Stamp,Single Pixel,Pulse Shape,Quantile Function,Piecewise Function,Boxcar Function,2D Experiments,Drawing Samples,Excellent Match,Theoretical Derivation
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