2023 brides, here's all the inspo you need.
Its easy to assume that there's only one type of dress when it comes to your big day – typically floor-length and made of chiffon, satin or lace – and I'm the first to
admit that I was in that camp, but, actually, there are some stunning above-the-knee designs that'll have you feeling just as spectacular as a wedding gown/ball gown would.
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Localization free super-resolution microbubble velocimetry using a long short-term memory neural networkUltrasound localization microscopy is a super-resolution imaging technique that exploits the unique characteristics of contrast microbubbles to side-step the fundamental trade-off between imaging resolution and penetration depth. However, the conventional reconstruction technique is confined to low microbubble concentrations to avoid localization and tracking errors. Several research groups have introduced sparsity- and deep learning-based approaches to overcome this constraint to extract useful vascular structural information from overlapping microbubble signals, but these solutions have not been demonstrated to produce blood flow velocity maps of the microcirculation. Here, we introduce Deep-SMV, a localization free super-resolution microbubble velocimetry technique, based on a long short-term memory neural network, that provides high imaging speed and robustness to high microbubble concentrations, and directly outputs blood velocity measurements at a super-resolution. Deep-SMV is trained efficiently using microbubble flow simulation on real in vivo vascular data and demonstrates real-time velocity map reconstruction suitable for functional vascular imaging and pulsatility mapping at super-resolution. The technique is successfully applied to a wide variety of imaging scenarios, include flow channel phantoms, chicken embryo chorioallantoic membranes, and mouse brain imaging. An implementation of Deep-SMV is openly available at https://github.com/chenxiptz/SR_microvessel_velocimetry, with two pre-trained models available at https://doi.org/10.7910/DVN/SECUFD.
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Oil Short-Sellers Might Be In For Another Big Squeeze | OilPrice.comIt’s becoming increasingly clear that Saudi Arabia is no longer interested in staying in Washington’s good books, and the OPEC+ cartel will do anything in its power to keep oil prices high.
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