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Abstract
We present recent developments of a standoff imaging system based on a frequency-diverse phase hologram and deep neural networks. The single-pixel imaging system operates in a monostatic configuration consisting of a 340-GHz FMCW radar and a frequency-diverse phase hologram to interrogate the radar down range direction with spatially varying, frequency-dependent field patterns. The measured back-reflected signal contains spatial reflectivity information from the target, and the fast chirp rate of the radar enables real-time imaging performance. Together with simultaneously acquired visible-light images, a deep neural network integrated into the submillimeter-wave data readout electronics can map the received signal onto a 2D image without mechanical or active electrical beam scanning. In experiments, we have collected submillimeter-wave and visible-light data of a moving target in the region of interest with a 60-Hz frame rate. The results suggest that the system can image the moving target with a resolution comparable to the theoretical diffraction limit. The minimal hardware complexity and good imaging performance of the demonstrated computational submillimeter-wave imaging system support its potential as a cost-effective and easily deployable solution for various imaging applications.
Original language | English |
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Title of host publication | Radar Sensor Technology XXVII |
Editors | Abigail S. Hedden, Gregory J. Mazzaro, Ann Marie Raynal |
Publisher | SPIE |
ISBN (Electronic) | 978-1-5106-6184-4 |
ISBN (Print) | 978-1-5106-6184-4 |
DOIs | |
Publication status | Published - 2023 |
MoE publication type | A4 Conference publication |
Event | Radar Sensor Technology - Orlando, United States Duration: 1 May 2023 → 3 May 2023 |
Publication series
Name | Proceedings of SPIE - The International Society for Optical Engineering |
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Volume | 12535 |
ISSN (Print) | 0277-786X |
ISSN (Electronic) | 1996-756X |
Conference
Conference | Radar Sensor Technology |
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Country/Territory | United States |
City | Orlando |
Period | 01/05/2023 → 03/05/2023 |
Keywords
- FMCW radar
- Hologram
- imaging
- neural network
- submillimeter-wave
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Dive into the research topics of 'Imaging experiments with a 340-GHz FMCW radar and frequency-diverse holograms'. Together they form a unique fingerprint.Projects
- 1 Finished
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R2B-MilliScan: Aalto-R2B-MilliScan
Taylor, Z. (Principal investigator)
01/01/2022 → 30/06/2023
Project: BF R2B