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Deep Unrolling for Light Field Compressed Acquisition Using Coded Masks

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2 Published in 2022 at "IEEE Access"

DOI: 10.1109/access.2022.3168362

Abstract: Compressed sensing using color-coded masks has been recently considered for capturing light fields using a small number of measurements. Such an acquisition scheme is very practical, since any consumer-level camera can be turned into a… read more here.

Keywords: light field; unrolling light; coded masks; deep unrolling ... See more keywords

Hyperparameter Optimization Method for Affine Projection Algorithm Based on Deep Unrolling

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0 Published in 2025 at "IEEE Signal Processing Letters"

DOI: 10.1109/lsp.2025.3639373

Abstract: In this letter, we propose a hyperparameter optimization method for adaptive filtering based on deep unrolling, termed the deep unrolling affine projection (DAP) algorithm. The core idea is to reformulate the iterative structure of the… read more here.

Keywords: hyperparameter optimization; based deep; affine projection; deep unrolling ... See more keywords

Deep Unrolling for Near-Field Channel Estimation: Challenges and Opportunities

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0 Published in 2025 at "IEEE Network"

DOI: 10.1109/mnet.2025.3600908

Abstract: As 5G enters full commercial operation, 6G research has accelerated, focusing on terahertz (THz) frequency bands to meet the escalating demands for transmission rates. Nevertheless, the use of higher frequency bands presents notable challenges, such… read more here.

Keywords: field; deep unrolling; near field; channel estimation ... See more keywords

An Unsupervised Deep Unrolling Framework for Constrained Optimization Problems in Wireless Networks

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1 Published in 2022 at "IEEE Transactions on Wireless Communications"

DOI: 10.1109/twc.2022.3166964

Abstract: In wireless networks, the optimization problems generally have complex constraints and are usually solved via utilizing the traditional optimization methods that have high computational complexity and need to be executed repeatedly with the change of… read more here.

Keywords: wireless networks; unsupervised deep; optimization problems; deep unrolling ... See more keywords

SALSA-Net: Explainable Deep Unrolling Networks for Compressed Sensing

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2 Published in 2023 at "Sensors"

DOI: 10.3390/s23115142

Abstract: Deep unrolling networks (DUNs) have emerged as a promising approach for solving compressed sensing (CS) problems due to their superior explainability, speed, and performance compared to classical deep network models. However, the CS performance in… read more here.

Keywords: net explainable; salsa net; unrolling networks; compressed sensing ... See more keywords