Resolution Limit of Single-Photon LiDAR
Fuente:
arXiv
Saved in:
| Main Authors: | , , , , , |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866917628558180352 |
|---|---|
| author | Chan, Stanley H. Weerasooriya, Hashan K. Zhang, Weijian Abshire, Pamela Gyongy, Istvan Henderson, Robert K. |
| author_facet | Chan, Stanley H. Weerasooriya, Hashan K. Zhang, Weijian Abshire, Pamela Gyongy, Istvan Henderson, Robert K. |
| contents | Single-photon Light Detection and Ranging (LiDAR) systems are often equipped with an array of detectors for improved spatial resolution and sensing speed. However, given a fixed amount of flux produced by the laser transmitter across the scene, the per-pixel Signal-to-Noise Ratio (SNR) will decrease when more pixels are packed in a unit space. This presents a fundamental trade-off between the spatial resolution of the sensor array and the SNR received at each pixel. Theoretical characterization of this fundamental limit is explored. By deriving the photon arrival statistics and introducing a series of new approximation techniques, the Mean Squared Error (MSE) of the maximum-likelihood estimator of the time delay is derived. The theoretical predictions align well with simulations and real data. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2403_17719 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Resolution Limit of Single-Photon LiDAR Chan, Stanley H. Weerasooriya, Hashan K. Zhang, Weijian Abshire, Pamela Gyongy, Istvan Henderson, Robert K. Signal Processing Computer Vision and Pattern Recognition Single-photon Light Detection and Ranging (LiDAR) systems are often equipped with an array of detectors for improved spatial resolution and sensing speed. However, given a fixed amount of flux produced by the laser transmitter across the scene, the per-pixel Signal-to-Noise Ratio (SNR) will decrease when more pixels are packed in a unit space. This presents a fundamental trade-off between the spatial resolution of the sensor array and the SNR received at each pixel. Theoretical characterization of this fundamental limit is explored. By deriving the photon arrival statistics and introducing a series of new approximation techniques, the Mean Squared Error (MSE) of the maximum-likelihood estimator of the time delay is derived. The theoretical predictions align well with simulations and real data. |
| title | Resolution Limit of Single-Photon LiDAR |
| topic | Signal Processing Computer Vision and Pattern Recognition |
| url | https://arxiv.org/abs/2403.17719 |