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Compressed sensing is a theory which can reconstruct an image almost perfectly with only a few measurements by finding its sparsest representation. However, the computation time consumed for large images may be a few hours or more. In this work, we both theoretically and experimentally demonstrate a method that combines the advantages of both adaptive computational ghost imaging and compressed sensing, which we call adaptive compressive ghost imaging, whereby both the reconstruction time and measurements required for any image size can be significantly reduced. The technique can be used to improve the performance of all computational ghost imaging protocols, especially when measuring ultra-weak or noisy signals, and can be extended to imaging applications at any wavelength.
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http://dx.doi.org/10.1364/OE.22.007133 | DOI Listing |
Front Psychol
August 2025
Istituto Italiano di Tecnologia - Robotics, Brain and Cognitive Sciences (RBCS), Genova, Italy.
Painting comes from the desire to create through movement and color a non-existent image, making it real. To create a new pictorial composition, a close harmony between the creative process and the motor act is necessary. The technique represents the ability to generate motor actions and to interpret the "language" of colors and shapes.
View Article and Find Full Text PDFEur J Ophthalmol
September 2025
Oxford Eye Hospital, John Radcliffe Hospital, Oxford, UK.
IntroductionMuscle eye brain disease (MEB) is a rare, multi-systemic autosomal recessively inherited disorder of relevance to ophthalmologists. The aim of this report is to describe a novel ocular phenotype for a genetically confirmed MEB patient using retinal multi-modal imaging.Case descriptionWe report a case of 18-year-old male patient that was referred to our tertiary unit for management of retinal detachment.
View Article and Find Full Text PDFClin Cosmet Investig Dermatol
August 2025
Department of Dermatology, The Fourth Affiliated Hospital of Southwest Medical University, Meishan, Sichuan, 620000, People's Republic of China.
This report describes a case of pancreatic panniculitis secondary to acute pancreatitis caused by biliary stricture following multiple biliary surgeries. The aim is to highlight the importance of recognizing atypical presentations. The patient, a 46-year-old woman, presented with erythematous macules and nodules on the extremities accompanied by polyarthralgia.
View Article and Find Full Text PDFBiomedicines
August 2025
Center for Gene Regulation in Health and Disease, Cleveland State University, Cleveland, OH 44115, USA.
: Retinal capillary dropout, characterized by acellular capillaries or "ghost vessels," is an early pathological sign of diabetic retinopathy (DR) that remains undetectable through standard clinical imaging techniques until visible morphological changes, such as microaneurysms or hemorrhages, occur. This study aims to develop a non-destructive artificial intelligence (AI)-based method using fluorescein angiography (FA) images to detect early-stage, silent retinal capillary dropout. We utilized 94 FA images and corresponding destructive retinal capillary density measurements obtained through retinal trypsin digestion from 51 Nile rats.
View Article and Find Full Text PDFAJR Am J Roentgenol
August 2025
Imaging Institute, Cleveland Clinic, Cleveland, Ohio, USA.
Academic radiologists are increasingly withdrawing discretionary effort-engaging only in their baseline duties-a phenomenon known as "quiet quitting." In this Viewpoint, opinion synthesis with supporting evidence from literature is used to explore how burnout, lack of leadership opportunity, favoritism, and pursuit of financial independence exacerbate this trend. Institutions must realign reward systems, promote equity, and restore flexibility to retain engaged faculty.
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