Unlimited Sampling from Theory to Practice: Fourier-Prony Recovery and Prototype ADC
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Abstract (arXiv)
Following the Unlimited Sampling strategy to alleviate the omnipresent dynamic range barrier, we study the problem of recovering a bandlimited signal from point-wise modulo samples, aiming to connect theoretical guarantees with hardware implementation considerations. Our starting point is a class of non-idealities that we observe in prototyping an unlimited sampling based analog-to-digital converter. To address these non-idealities, we provide a new Fourier domain recovery algorithm. Our approach is validated both in theory and via extensive experiments on our prototype analog-to-digital converter, providing the first demonstration of unlimited sampling for data arising from real hardware, both for the current and previous approaches. Advantages of our algorithm include that it is agnostic to the modulo threshold and it can handle arbitrary folding times. We expect that the end-to-end realization studied in this paper will pave the path for exploring the unlimited sampling methodology in a number of real world applications.
Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). First posted on arXiv 12 May 2021.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 1; 2024: 4; 2025: 7; 2026: 3.
17 papers.
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- 2022UNO: Unlimited Sampling Meets One-Bit Quantizationcited by 11
- 2025High Dynamic Range Modulo Imaging for Robust Object Detection in Autonomous Drivingcited by 3
- 2024Compressed Sensing Based Residual Recovery Algorithms and Hardware for Modulo Samplingcited by 2
- 2025Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applicationscited by 2
- 2021Spiked Covariance Estimation from Modulo-Reduced Measurementscited by 1
- 2024Blind-Adaptive Quantizerscited by 1
- 2024Blind Time-of-Flight Imaging: Sparse Deconvolution on the Continuum with Unknown Kernelscited by 1
- 2025Modulo Sampling: Performance Guarantees in The Presence of Quantizationcited by 1
- 2025mSQUID: Model-Based Leanred Modulo Recovery at Low Sampling Ratescited by 1
- 2023One-Bit-Aided Modulo Sampling for DOA Estimationcited by 0
- 2024Line Spectral Estimation with Unlimited Sensingcited by 0
- 20251-Bit Unlimited Sampling Beyond Fourier Domain: Low-Resolution Sampling of Quantization Noisecited by 0
5 more
- 2025Unlocking Off-the-Grid Sparse Recovery with Unlimited Sensing: Simultaneous Super-Resolution in Time and Amplitudecited by 0
- 2025Modulo Video Recovery via Selective Spatiotemporal Vision Transformercited by 0
- 2026Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imagingcited by 0
- 2026Lattice Modulo Samplingcited by 0
- 2026Fold First, Detect Directly: Communication Symbol Detection Without Unfolding for Low-Bitrate Modulo-ADCscited by 0
- 2026Fold First, Detect Directly: Communication Symbol Detection Without Unfolding for Low-Bitrate Modulo-ADCs10 Sep 2026
- 2026Lattice Modulo Sampling24 May 2026
- 2026Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging18 Jan 2026
- 2025Modulo Video Recovery via Selective Spatiotemporal Vision Transformer9 Nov 2025
- 2025mSQUID: Model-Based Leanred Modulo Recovery at Low Sampling Rates21 Oct 2025
- 2025Unlocking Off-the-Grid Sparse Recovery with Unlimited Sensing: Simultaneous Super-Resolution in Time and Amplitude19 Oct 2025
- 20251-Bit Unlimited Sampling Beyond Fourier Domain: Low-Resolution Sampling of Quantization Noise26 Aug 2025
- 2025High Dynamic Range Modulo Imaging for Robust Object Detection in Autonomous Driving11 Apr 2025
- 2025Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applications5 Apr 2025
- 2025Modulo Sampling: Performance Guarantees in The Presence of Quantization2 Jan 2025
- 2024Compressed Sensing Based Residual Recovery Algorithms and Hardware for Modulo Sampling17 Dec 2024
- 2024Blind Time-of-Flight Imaging: Sparse Deconvolution on the Continuum with Unknown Kernels31 Oct 2024
5 more
- 2024Blind-Adaptive Quantizers6 Sep 2024
- 2024Line Spectral Estimation with Unlimited Sensing13 Aug 2024
- 2023One-Bit-Aided Modulo Sampling for DOA Estimation10 Sep 2023
- 2022UNO: Unlimited Sampling Meets One-Bit Quantization10 Dec 2022
- 2021Spiked Covariance Estimation from Modulo-Reduced Measurements4 Oct 2021
- 2022UNO: Unlimited Sampling Meets One-Bit Quantizationcited by 11
- 2025High Dynamic Range Modulo Imaging for Robust Object Detection in Autonomous Drivingcited by 3
- 2024Compressed Sensing Based Residual Recovery Algorithms and Hardware for Modulo Samplingcited by 2
- 2025Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applicationscited by 2
- 2021Spiked Covariance Estimation from Modulo-Reduced Measurementscited by 1
- 2024Blind-Adaptive Quantizerscited by 1
- 2024Blind Time-of-Flight Imaging: Sparse Deconvolution on the Continuum with Unknown Kernelscited by 1
- 2025Modulo Sampling: Performance Guarantees in The Presence of Quantizationcited by 1
- 2025mSQUID: Model-Based Leanred Modulo Recovery at Low Sampling Ratescited by 1
- 2023One-Bit-Aided Modulo Sampling for DOA Estimationcited by 0
- 2024Line Spectral Estimation with Unlimited Sensingcited by 0
- 20251-Bit Unlimited Sampling Beyond Fourier Domain: Low-Resolution Sampling of Quantization Noisecited by 0
12 most cited of 17 All 17 (JSON)
- 2026Fold First, Detect Directly: Communication Symbol Detection Without Unfolding for Low-Bitrate Modulo-ADCs10 Sep 2026
- 2026Lattice Modulo Sampling24 May 2026
- 2026Deep Lightweight Unrolled Network for High Dynamic Range Modulo Imaging18 Jan 2026
- 2025Modulo Video Recovery via Selective Spatiotemporal Vision Transformer9 Nov 2025
- 2025mSQUID: Model-Based Leanred Modulo Recovery at Low Sampling Rates21 Oct 2025
- 2025Unlocking Off-the-Grid Sparse Recovery with Unlimited Sensing: Simultaneous Super-Resolution in Time and Amplitude19 Oct 2025
- 20251-Bit Unlimited Sampling Beyond Fourier Domain: Low-Resolution Sampling of Quantization Noise26 Aug 2025
- 2025High Dynamic Range Modulo Imaging for Robust Object Detection in Autonomous Driving11 Apr 2025
- 2025Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applications5 Apr 2025
- 2025Modulo Sampling: Performance Guarantees in The Presence of Quantization2 Jan 2025
- 2024Compressed Sensing Based Residual Recovery Algorithms and Hardware for Modulo Sampling17 Dec 2024
- 2024Blind Time-of-Flight Imaging: Sparse Deconvolution on the Continuum with Unknown Kernels31 Oct 2024
12 newest of 17 All 17 (JSON)