End-to-End Photo-Sketch Generation via Fully Convolutional Representation Learning

Sketch-based face recognition is an interesting task in vision and multimedia research, yet it is quite challenging due to the great difference between face photos and sketches. In this paper, we propose a novel approach for photo-sketch generation, aiming to automatically transform face photos into detail-preserving personal sketches. Unlike the traditional models synthesizing sketches based on a dictionary of exemplars, we develop a fully convolutional network to learn the end-to-end photo-sketch mapping. Our approach takes whole face photos as inputs and directly generates the corresponding sketch images with efficient inference and learning, in which the architecture are stacked by only convolutional kernels of very small sizes. To well capture the person identity during the photo-sketch transformation, we define our optimization objective in the form of joint generative-discriminative minimization. In particular, a discriminative regularization term is incorporated into the photo-sketch generation, enhancing the discriminability of the generated person sketches against other individuals. Extensive experiments on several standard benchmarks suggest that our approach outperforms other state-of-the-art methods in both photo-sketch generation and face sketch verification.Comment: 8 pages, 6 figures. Proceeding in ACM International Conference on Multimedia Retrieval (ICMR), 201

Hot stamping of an Al-Li alloy: a feasibility study

The feasibility of forming a third generation aluminium-lithium alloy (AA2060) into a complex shaped panel component, was studied by using an advanced forming technology called solution heat treatment, cold die forming and in-die quenching (HFQa) process. The main challenges using HFQ technology to form complex shaped AA2060 component was to find out optimum forming parameters, such as forming temperature, forming speed, lubrication condition and blank holding force. In this paper, the optimum forming temperature was mainly concerned. The flow stresses of AA2060 were obtained at different temperatures ranging from 350 to 520 °C at the strain rate of 2 s−1. The suitable temperature to achieve the adequate ductility was found at 470 °C. By forming the AA2060 blanks at the optimum forming temperature, experimental results exhibited the feasibility for forming complex-shaped AA2060 components. The formed components were analysed through strain measurements. The post-form mechanical properties of AA2060 were assessed using hardness and tensile tests

First Evaluation of the Climatological Calibration Algorithm in the Real-time TMPA Precipitation Estimates over Two Basins at High and Low Latitudes

The TRMM Multi-satellite Precipitation Analysis (TMPA) system underwent a crucial upgrade in early 2009 to include a climatological calibration algorithm (CCA) to its realtime product 3B42RT, and this algorithm will continue to be applied in the future Global Precipitation Measurement era constellation precipitation products. In this study, efforts are focused on the comparison and validation of the Version 6 3B42RT estimates before and after the climatological calibration is applied. The evaluation is accomplished using independent rain gauge networks located within the high-latitude Laohahe basin and the low-latitude Mishui basin, both in China. The analyses indicate the CCA can effectively reduce the systematic errors over the low-latitude Mishui basin but misrepresent the intensity distribution pattern of medium-high rain rates. This behavior could adversely affect TMPA's hydrological applications, especially for extreme events (e.g., floods and landslides). Results also show that the CCA tends to perform slightly worse, in particular, during summer and winter, over the high-latitude Laohahe basin. This is possibly due to the simplified calibration-processing scheme in the CCA that directly applies the climatological calibrators developed within 40 degrees latitude to the latitude belts of 40 degrees N-50 degrees N. Caution should therefore be exercised when using the calibrated 3B42RT for heavy rainfall-related flood forecasting (or landslide warning) over high-latitude regions, as the employment of the smooth-fill scheme in the CCA bias correction could homogenize the varying rainstorm characteristics. Finally, this study highlights that accurate detection and estimation of snow at high latitudes is still a challenging task for the future development of satellite precipitation retrievals

Mechanisms of Innate Immunity in Polymicrobial Sepsis

Severe bacterial sepsis leads to a pro-inflammatory condition that can manifest as septic shock, multiple organ failure, and death. Neutrophils are critical for the rapid elimination of bacteria, however, the role of neutrophil chemoattractant CXCL1, pattern recognition receptors (PRRs)- NLR protein 3 (NLRP3) and alcohol in bacterial clearance during sepsis remains elusive. We demonstrate that CXCL1 plays a pivotal role in mediating host defense to polymicrobial sepsis following cecal ligation and puncture (CLP) in gene-deficient mice. CXCL1 appears to be essential for restricting bacterial outgrowth and preventing multiple organ failure and death in mice. Moreover, CXCL1 is essential for neutrophil migration, expression of pro-inflammatory mediators, Recombinant interleukin 17 (IL-17) rescued impaired host defenses in cxcl1−/− mice. CXCL1 is important for IL-17A production via Th17 differentiation. CXCL1 is essential for reactive oxygen species production and neutrophil extracellular trap (NET) formation. This study reveals a novel role for CXCL1 in neutrophil recruitment via modulating T cell function and neutrophil-related bactericidal functions. These studies suggest that modulation of CXCL1 levels could reduce bacterial burden and excessive inflammatory injury in sepsis. NLRP3-/- mice or mice treated with NLRP3 inhibitor were protected in response to polymicrobial sepsis. NLRP3-/- mice showed reduced bacterial burden and production of proinflammatory cytokines. Intriguingly, neutrophils obtained from NLRP3-/- or NLRP3-inhibited mice display impaired critical functions of neutrophils, including phagocytosis, bacterial killing, NET formation, autophagy, chemotaxis, and cell death. These unique and novel findings position NLRP3 as a critical linker between neutrophil function and bacterial clearance, highlighting NLRP3 as a therapeutic target to control infection in polymicrobial sepsis. Alcoholics are more susceptible to bacterial sepsis and thus have higher mortality rate as compared to non-alcoholics. In this study, acute alcohol intoxication prior to the induction of polymicrobial sepsis show reduced NETosis. Diminished NETosis was consistent with attenuated ROS production and bacterial clearance in alcohol-challenged CLP-induced mice. Our findings demonstrate that alcohol-suppressed NETosis and NET-mediated extracellular killing of bacteria contribute to the pathogenesis of polymicrobial sepsis, and thus, furthers our understanding on alcohol-induced immune defect during bacterial infection

What is the trend after Covid-19? A Political-Economic Analysis of the Pension Systems in Hong Kong and MACAU

The aging trend of the population in Hong Kong and Macau is evident, so the pension system is especially significant. This research paper uses document analysis and a double-case study as the research method. It uses path dependence and critical moments in historical institutionalism theory as the theoretical tools for political economy analysis. The discussion argues that “the social culture shaped by local politics,” “the combination of local economic development and economic structure,” and “influence from social structure” are the three main factors that influence the pension systems in Hong Kong and Macau, and are the fundamental reasons for the differences between the pension systems in Hong Kong and Macau. We also conclude that the outbreak of COVID-19 is causing the evolution of the pension systems in both regions to be converging.JEL Classification: H7, N9, O2, R5How to Cite:Guo, S., You, L., & Wang, Q. (2023). What is the Trend after Covid-19? A Political-Economic Analysis of the Pension Systems in Hongkong and Macau. Etikonomi, 22(1), 155–174. https://doi.org/10.15408/etk.v22i1.23737