mlsanityData to 14 Oct 2026

HDR Imaging With One-Bit Quantization

arXiv 2309.03982 ↗First posted 7 Sep 2023eess.SPcited by 0

Not on the map. Why?

Abstract (arXiv)

Modulo sampling and dithered one-bit quantization frameworks have emerged as promising solutions to overcome the limitations of traditional analog-to-digital converters (ADCs) and sensors. Modulo sampling, with its high-resolution approach utilizing modulo ADCs, offers an unlimited dynamic range, while dithered one-bit quantization offers cost-efficiency and reduced power consumption while operating at elevated sampling rates. Our goal is to explore the synergies between these two techniques, leveraging their unique advantages, and to apply them to non-bandlimited signals within spline spaces. One noteworthy application of these signals lies in High Dynamic Range (HDR) imaging. In this paper, we expand upon the Unlimited One-Bit (UNO) sampling framework, initially conceived for bandlimited signals, to encompass non-bandlimited signals found in the context of HDR imaging. We present a novel algorithm rigorously examined for its ability to recover images from one-bit modulo samples. Additionally, we introduce a sufficient condition specifically designed for UNO sampling to perfectly recover non-bandlimited signals within spline spaces. Our numerical results vividly demonstrate the effectiveness of UNO sampling in the realm of HDR imaging.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 3 of its 31 references that are in the map. First posted on arXiv 7 Sep 2023.

Builds on

3 of 31 references.

References · 3

  1. 2019On Unlimited Sampling and Reconstructioncited by 22
  2. 2022UNO: Unlimited Sampling Meets One-Bit Quantizationcited by 11
  3. 2022One-Bit Phase Retrieval: More Samples Means Less Complexity?cited by 6

Built on by

Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2025Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applications
  2. 2024Unleashing Dynamic Range and Resolution in Unlimited Sensing Framework via Novel Hardware
  3. 2026High-Speed Full-Color HDR Imaging via Unwrapping Modulo-Encoded Spike Streams
  4. 20251-Bit Unlimited Sampling Beyond Fourier Domain: Low-Resolution Sampling of Quantization Noise
  5. 2024Compressed Sensing Based Residual Recovery Algorithms and Hardware for Modulo Sampling
  6. 2023Modulation For Modulo: A Sampling-Efficient High-Dynamic Range ADC ↗
  7. 2023One-Bit Quadratic Compressed Sensing: From Sample Abundance to Linear Feasibility
  8. 2025Practical Modulo Sampling: Mitigating High-Frequency Components