Detección de vehículos en entornos multi-cámara utilizando información contextual

Dada la amplia demanda que actualmente existe en el área de la video-seguridad, se ha producido un aumento en el número de investigaciones que se derivan de este campo. En particular, con el fin de facilitar el control de los parkings, se presenta un sistema multicámara para la detección de vehículos y su correspondiente asignación a las plazas ocupadas por los mismos dentro del aparcamiento, obteniendo una visión de aquellas plazas que están disponibles para ser ocupadas. Gracias a este sistema, se puede sustituir con el uso de la visión artificial el método habitual de instalación de sensores de inducción o de peso y movimiento, los cuales encarecen considerablemente el despliegue y gestión de estos aparcamientos. De cara a proporcionar sistemas cada vez más eficientes, son muchos los algoritmos que han surgido para la detección de objetos y sus características. En concreto en este trabajo se hace uso de dos algoritmos de detección de objetos, Deformable Parts Model (DPM) y un detector de regiones mediante redes neuronales convolucionales, Faster Regions with Convolutional Neural Network (Faster R-CNN). Ambos han sido probados en trabajos previos. Con el fin de mejorar estos sistemas de detección de vehículos, se propone la integración de la información del entorno captada por un conjunto de cámaras, de manera que la fusión de esta información proporciona un mayor rendimiento a la hora de realizar detecciones dentro del aparcamiento. Gracias a ello, detecciones que no se pueden llevar a cabo desde un punto de vista por posibles oclusiones o grandes distancias son ahora posibles puesto que se completa esta información con la que otro punto de vista (u otros) proporciona

Viruses and Mycoplasma pneumoniae are the main etiological agents of community-acquired pneumonia in hospitalized pediatric patients in Spain

[Objectives]: To describe the etiology of community-acquired pneumonia (CAP) in hospitalized children in Spain and analyze the predictors of the etiology.[Hypothesis]: The different etiological groups of pediatric CAP are associated with different clinical, radiographic, and analytical data.[Design]: Observational, multicenter, and prospective study.[Patient selection]: This study included children aged 1 month to 17 years with CAP, who were hospitalized between April 2012 and May 2019.[Methods]: An extensive microbiological workup was performed. The clinical, radiographic, and analytical parameters were analyzed for three etiological groups.[Results]: Among the 495 children included, at least one causative pathogen was identified in 262 (52.9%): pathogenic viruses in 155/262 (59.2%); atypical bacteria (AB), mainly Mycoplasma pneumonia, in 84/262 (32.1%); and typical bacteria (TyB) in 40/262 (15.3%). Consolidation was observed in 89/138 (64.5%) patients with viral CAP, 74/84 (88.1%) with CAP caused by AB, and 40/40 (100%) with CAP caused by TyB. Para-pneumonic pleural effusion (PPE) was observed in 112/495 (22.6%) patients, of which 61/112 (54.5%) presented a likely causative pathogen: viruses in 12/61 (19.7%); AB in 23/61 (37.7%); and TyB in 26/61 (42.6%). Viral etiology was significantly frequent in young patients and in those with low oxygen saturation, wheezing, no consolidation, and high lymphocyte counts. CAP patients with AB as the etiological agent had a significantly longer and less serious course as compared to those with other causative pathogens.[Conclusions]: Viruses and M. pneumoniae are the main causes of pediatric CAP in Spain. Wheezing, young age, and no consolidation on radiographs are indicative of viral etiology. Viruses and AB can also cause PPE. Since only a few cases can be directly attributed to TyB, the indications for antibiotics must be carefully considered in each patient.Instituto de Investigación Hospital 12 de Octubre (i+12), Grant/Award Number: AY191212‐1; Instituto de Salud Carlos III (Ministry of Economy, Industry and Competitiveness) and co‐funded by the European Regional Development Funds, Grant/Award Number: Project PI17/01458; Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS), Grant/Award Number: PCAPE 2011_0025 Register 320/11; Research Project of Universidad Europea de Madrid, Grant/Award Number: 2017/UEM03Peer reviewe

Measurement of associated W plus charm production in pp collisions at √s=7 TeV

Peer reviewe

Time to Switch to Second-line Antiretroviral Therapy in Children With Human Immunodeficiency Virus in Europe and Thailand.

Background: Data on durability of first-line antiretroviral therapy (ART) in children with human immunodeficiency virus (HIV) are limited. We assessed time to switch to second-line therapy in 16 European countries and Thailand. Methods: Children aged <18 years initiating combination ART (≥2 nucleoside reverse transcriptase inhibitors [NRTIs] plus nonnucleoside reverse transcriptase inhibitor [NNRTI] or boosted protease inhibitor [PI]) were included. Switch to second-line was defined as (i) change across drug class (PI to NNRTI or vice versa) or within PI class plus change of ≥1 NRTI; (ii) change from single to dual PI; or (iii) addition of a new drug class. Cumulative incidence of switch was calculated with death and loss to follow-up as competing risks. Results: Of 3668 children included, median age at ART initiation was 6.1 (interquartile range (IQR), 1.7-10.5) years. Initial regimens were 32% PI based, 34% nevirapine (NVP) based, and 33% efavirenz based. Median duration of follow-up was 5.4 (IQR, 2.9-8.3) years. Cumulative incidence of switch at 5 years was 21% (95% confidence interval, 20%-23%), with significant regional variations. Median time to switch was 30 (IQR, 16-58) months; two-thirds of switches were related to treatment failure. In multivariable analysis, older age, severe immunosuppression and higher viral load (VL) at ART start, and NVP-based initial regimens were associated with increased risk of switch. Conclusions: One in 5 children switched to a second-line regimen by 5 years of ART, with two-thirds failure related. Advanced HIV, older age, and NVP-based regimens were associated with increased risk of switch

Measurement of the muon charge asymmetry in inclusive pp to WX production at sqrt(s)=7 TeV and an improved determination of light parton distribution functions

Measurements of the muon charge asymmetry in inclusive pp to WX production at sqrt(s)=7 TeV are presented. The data sample corresponds to an integrated luminosity of 4.7 inverse femtobarns recorded with the CMS detector at the LHC. With a sample of more than twenty million W to mu nu events, the statistical precision is greatly improved in comparison to previous measurements. These new results provide additional constraints on the parton distribution functions of the proton in the range of the Bjorken scaling variable x from 10E-3 to 10E-1. These measurements and the recent CMS measurement of associated W + charm production are used together with the cross sections for inclusive deep inelastic ep scattering at HERA in a next-to-leading-order QCD analysis. The determination of the valence quark distributions is improved, and the strange-quark distribution is probed directly through the leading-order process g + s to W + c in proton-proton collisions at the LHC