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  4. Two-channel image reconstruction from single-sensor data using optimized spatial light modulators
 
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2025
Conference Paper
Title

Two-channel image reconstruction from single-sensor data using optimized spatial light modulators

Abstract
Many contemporary computer vision systems depend on multiple channels of spectral information within an image. Traditionally, these spectral channels are recorded either across distinct regions of a single sensor utilizing Bayer filters or through the deployment of separate sensors for each channel. In this work, we propose a novel imaging system that employs optimized modulators to individually optically encode two separate spectral bands of the incident light before recombining them on a single sensor. Knowledge of the modulation allows us to reconstruct two separate images from the single-channel data captured by the sensor. We present a framework that implements the entire image formation and reconstruction process using automatic differentiation techniques. This framework allows for the joint optimization of both the optical components and the reconstruction procedure, ultimately leading to enhanced imaging results. We validate the functionality of our proposed system through preliminary simulations results. Our findings suggest that this approach could be used to realize more compact imaging systems optimized for these multichannel applications in the future.
Author(s)
Dippon, Lukas  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Meyer, Johannes  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Kludt, Christian  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Beyerer, Jürgen  
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Mainwork
Artificial Intelligence and Image and Signal Processing for Remote Sensing XXXI  
Conference
Artificial Intelligence and Image and Signal Processing for Remote Sensing 2025  
Conference "Environmental Remote Sensing" 2025  
DOI
10.1117/12.3069865
Language
English
Fraunhofer-Institut für Optronik, Systemtechnik und Bildauswertung IOSB  
Keyword(s)
  • Lensless imaging

  • computational sensing

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