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Special Report, US, Americas

Posted: 08 Jun 2022 20:28
by rezkaesold
In order to better apply PnP to color video, we develop a new Two-Stage ADMM optimization regime to solve the two stage ill-posed problem, i.e., the SCI reconstruction and demosaicing process. We introduce a Deep Demosaicing Network (DDNet) as prior especially for videos into our proposed method. Please refer to Fig. 1 as an example, where we can see that more than 1dB in PSNR improvement has been achieved. We consider sequential measurements in video SCI, i.e., using the network parameters updated from the previous measurement to initialize the network used in the next measurement. This saves computational complexity. Thus saves running time. TPAMI2021 . Extensive results on both simulation and real datasets verify the superiority of our adaptive deep PnP algorithm. SCI. However, the slow speed of DeSCI precludes its real applications. 2021DUN-3DUnet can achieve the state-of-the-art results within seconds (after training), they lose the robustness of the network for new sensing matrix.|An infected tooth? That's serious pain - and serious trouble. John Schneider, a 31-year-old from Mount Orab, Ohio, spent several months battling an infection. Although family members urged him to go to the doctor, Schneider told them he couldn't afford the expense. He was convinced it was just a sinus infection, an illness he could handle on his own. Over time, Schneider's symptoms became so severe that he was admitted to a hospital. Within a few weeks, his condition worsened and he died. Turns out, Schneider's self-diagnosed sinus infection was actually an abscessed tooth, an infection at the root of a tooth or between a tooth and the surrounding gum tissue. In recent years, a 12-year-old boy died from a brain infection caused by an abscessed tooth. A report by the Pew Charitable Trusts revealed that abscessed teeth and other preventable dental woes were the main reason 830,590 people went to emergency rooms in 2009 (the latest year for which data was available).




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Re: Special Report, US, Americas

Posted: 15 Mar 2023 15:15
by wangiskahn2