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1. Self-supervised Scalable Deep Compressed Sensing NSTL国家科技图书文献中心

Chen, Bin |  Zhang, Xuanyu... -  《International Journal of Computer Vision》 - 2025,133(2) - 688~723 - 共36页

摘要:Compressed sensing (CS) is a promising tool |  for reducing sampling costs. Current deep neural |  network (NN)-based CS approaches face the challenges of |  collecting labeled measurement-ground truth (GT) data and |  generalizing to real applications. This paper proposes a
关键词: Compressed sensing |  Inverse imaging problems |  Self-supervised learning |  Algorithm unrolling

2. Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling NSTL国家科技图书文献中心

Noam Elata |  Tomer Michaeli... -  《Computer Vision - ECCV 2024,Part LXXVIII》 -  European Conference on Computer Vision - 2025, - 290~308 - 共19页

摘要:Compressed Sensing (CS) facilitates rapid |  image acquisition by selecting a small subset of |  measurements sufficient for high-fidelity reconstruction | . Adaptive CS seeks to further enhance this process by |  dynamically choosing future measurements based on
关键词: Adaptive compressed sensing |  Posterior sampling |  Pre-trained diffusion models

3. A Three-Stage Compressed Sensing Method for Photoacoustic Imaging NSTL国家科技图书文献中心

Chen Yang |  Yuanmao Wang... -  《IEEE signal processing letters》 - 2025,32 - 901~905 - 共5页

摘要: compressed sensing photoacoustic imaging methods under high |  undersampling, a three-stage compressed sensing method is |  and curvelet domain compressed sensing. Subsequently |  indicate that the three-stage compressed sensing |  that is compressed in both spatial and temporal
关键词: Sensors |  Image reconstruction |  Sparse matrices |  Compressed sensing |  Photoacoustic imaging |  Detectors |  Spatiotemporal phenomena |  Sensor arrays |  Time series analysis |  Optical sensors

4. Adaptive Selection of Sampling-Reconstruction in Fourier Compressed Sensing NSTL国家科技图书文献中心

Seongmin Hong |  Jaehyeok Bae... -  《Computer Vision - ECCV 2024,Part LXV》 -  European Conference on Computer Vision - 2025, - 307~322 - 共16页

摘要:Compressed sensing (CS) has emerged to |  overcome the inefficiency of Nyquist sampling. However | , traditional optimization-based reconstruction is slow and |  may not yield a high-quality image in practice. Deep |  learning-based reconstruction has been a promising
关键词: Fourier compressed sensing |  Sampling-reconstruction |  Adaptive selection |  Bayesian uncertainty

5. Semi-Tensor Product Compressed Sensing With Its Applications: A Review NSTL国家科技图书文献中心

Zhou, Rongpei |  Li, Rongfa... -  《IEEE sensors journal》 - 2025,25(3) - 4096~4114 - 共19页

摘要: technology, the semi-tensor product compressed sensing (STP |  concepts of compressed sensing (CS) and the definition of |  security, image encryption, and spectrum sensing | Recently, as an emerging signal processing | -CS) has attracted widespread attention in the
关键词: Sensors |  Sparse matrices |  Image reconstruction |  Size measurement |  Signal processing |  Compressed sensing |  Optimization |  Data processing |  Signal processing algorithms |  Reviews...

6. Differential Protection for Distribution Grids Based on Dual Compressed Sensing Theory NSTL国家科技图书文献中心

Yahui Duan |  Tonghua Wu... -  《The International Conference Optoelectronic Information and Optical Engineering (OIOE2024),Part One of Two Parts》 -  International Conference Optoelectronic Information and Optical Engineering - 2025, - 1351320.1~1351320.9 - 共9页

摘要: sensing theory. This technique employs two compressed |  compressed sensing algorithm, ensuring the security of |  network differential protection based on dual compressed |  sensing schemes to compress the data before transmission | With the increasing integration of distributed
关键词: Compressed sensing |  Distribution grid |  Differential protection

7. Compressed Sensing‐Accelerated Free‐Breathing Liver MRI at 7 T NSTL国家科技图书文献中心

Mitra Tavakkoli |  Bobby A. Runderkamp... -  《NMR in biomedicine》 - 2025,38(6) - e70047~e70047 - 共16页

摘要: expiration‐phase data using compressed sensing, optimizing | ABSTRACT Ultra‐high field MRI facilitates |  imaging at high spatial resolutions, which may become |  important for detailed anatomical and pathological |  assessment of the human liver. Therefore, we aimed to
关键词: 7 T MRI |  abdomen |  compressed sensing |  free‐breathing |  high‐resolution |  liver

8. Practical Compact Deep Compressed Sensing NSTL国家科技图书文献中心

Bin Chen |  Jian Zhang -  《IEEE Transactions on Pattern Analysis and Machine Intelligence》 - 2025,47(3) - 1610~1626 - 共17页

摘要: deep networks in compressed sensing (CS), which | Recent years have witnessed the success of |  allows for a significant reduction in sampling cost and |  has gained growing attention since its inception. In |  this paper, we propose a new practical and compact
关键词: Artificial neural networks |  Image reconstruction |  Imaging |  Matrix converters |  Hardware |  Filtering |  Training |  Signal processing algorithms |  Optimization |  Micromirrors

9. Virtual Machine Placement Method with Compressed Sensing-Based Traffic Volume Estimation NSTL国家科技图书文献中心

Kenta YUMOTO |  Ami YAMAMOTO... -  《IEICE Transactions on communications》 - 2025,E108/B(1) - 72~84 - 共13页

摘要: propose a VMP method using a compressed sensing (CS | In cloud computing environments with virtual |  machines (VMs), we propose a VM placement (VMP) method |  based on traffic estimation to balance loads due to |  traffic volumes within physical hosts (PHs) and passing
关键词: virtual machine |  compressed sensing |  VM placement |  traffic |  volume estimation

10. High‐Resolution 3D Turbo Spin‐Echo Wrist MRI at 7T Accelerated by Compressed Sensing NSTL国家科技图书文献中心

Bobby A. Runderkamp |  Matthan W. A. Caan... -  《NMR in biomedicine》 - 2025,38(6) - e70041~e70041 - 共17页

摘要:, facilitated by compressedsensing (CS) acceleration. In 16 | ABSTRACT This study aimed to obtain high | ‐resolution 3D isotropic turbo spin‐echo (TSE) wrist MRI |  acquisitions at 7T, with and without fat suppression |  healthy subjects, fat‐suppressed (FS) and nonfat
关键词: 3D TSE |  7T |  compressed sensing |  fat suppression |  high‐resolution |  wrist
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