Most traditional algorithms for compressive sensing image reconstruction suffer from the intensive computation. Recently, deep learning-based reconstruction algorithms have been reported, which dramatically reduce the time complexity than iterative reconstruction algorithms. In this paper, we propose a novel Deep Residual Reconstruction Network (DRNet) to reconstruct the image from its Compress...

Introduction: Volumetric (3D) Fast Spin Echo (FSE) is an attractive alternative to 2D FSE as it provides isotropic resolution. However, long echo trains are required to maintain scan efficiency, leading to blurring due to T2 decay [1]. Flip-angle modulation can reduce this effect [2], but blurring often persists, particularly in musculoskeletal applications. In this work, we aim to reduce blurr...

Features of the CRISPR-Cas system, in which bacteria integrate small segments of phage genome (spacers) into their DNA to neutralize future attack, suggest its effect is not limited to individual bacteria but may control the fate and structure of whole populations. Emphasizing the population-level impact of the CRISPR-Cas system, recent experiments show that some bacteria regulate CRISPR-associ...

Many biological phenomena about quorum sensing in bacteria are driven by experimentally and mathematically in the last few decades. Symbiosis, virulence etc. are the major area in which these theoretical models work well. But no specific origin was established so far which can explain quorum sensing itself. This weakly nonlocal fluid dynamical model of bacterial communication system introduces ...