Visual Saliency Models for Text Detection in Real World

This paper evaluates the degree of saliency of texts in natural scenes using visual saliency models. A large scale scene image database with pixel level ground truth is created for this purpose. Using this scene image database and five state-of-the-art models, visual saliency maps that represent the degree of saliency of the objects are calculated. The receiver operating characteristic curve is employed in order to evaluate the saliency of scene texts, which is calculated by visual saliency models. A visualization of the distribution of scene texts and non-texts in the space constructed by three kinds of saliency maps, which are calculated using Itti''s visual saliency model with intensity, color and orientation features, is given. This visualization of distribution indicates that text characters are more salient than their non-text neighbors, and can be captured from the background. Therefore, scene texts can be extracted from the scene images. With this in mind, a new visual saliency architecture, named hierarchical visual saliency model, is proposed. Hierarchical visual saliency model is based on Itti''s model and consists of two stages. In the first stage, Itti''s model is used to calculate the saliency map, and Otsu''s global thresholding algorithm is applied to extract the salient region that we are interested in. In the second stage, Itti''s model is applied to the salient region to calculate the final saliency map. An experimental evaluation demonstrates that the proposed model outperforms Itti''s model in terms of captured scene texts.     

Hormonal regulation of oligopeptide transporter Pept-1 in a human intestinal cell line

The intestinal oligopeptide transporter (cloned as Pept-1) hasmajor roles in protein nutrition and drug therapy. A key unstudied question is whether expression of Pept-1 is hormonally regulated. Inthis experiment, we investigated whether insulin has such a role. Weused a human intestinal cell monolayer (Caco-2) as the in vitro modelof human small intestine and glycylglutamine (Gly-Gln) as the modelsubstrate for Pept-1. Results showed that addition of insulin at aphysiological concentration (5 nM) to incubation medium greatlystimulates Gly-Gln uptake by Caco-2 cells. This stimulation was blockedwhen genistein, an inhibitor of tyrosine kinase, was added toincubation medium. Studies of the mechanism of insulin stimulationshowed the following. 1) Stimulationoccurred promptly (30-60 min) after exposure to insulin.2) There was no significant changein the Michaelis-Menten constant of Gly-Gln transport, but there was anearly twofold increase in its maximal velocity.3) Insulin effect persisted evenwhen Golgi apparatus, which is involved in trafficking of newlysynthesized Pept-1, was dismantled.4) However, there was completeelimination of insulin effect by disruption of microtubules involved intrafficking of preformed Pept-1. 5)Finally, with insulin treatment, there was no change in Pept-1 geneexpression, but the amount of Pept-1 protein in the apical membrane wasincreased. In conclusion, the results show that insulin, when it bindsto its receptor, stimulates Gly-Gln uptake by Caco-2 cells byincreasing the membrane population of Pept-1. The mechanism appears tobe increased translocation of this transporter from a preformedcytoplasmic pool.     

Life cycle assessment of base–load heat sources for district heating system options

Purpose  

There has been an increased interest in utilizing renewable energy sources in district heating systems. District heating systems are centralized systems that provide heat for residential and commercial buildings in a community. While various renewable and conventional energy sources can be used in such systems, many stakeholders are interested in choosing the feasible option with the least environmental impacts. This paper evaluates and compares environmental burdens of alternative energy source options for the base–load of a district heating center in Vancouver, British Columbia (BC) using the life cycle assessment method. The considered energy sources include natural gas, wood pellet, sewer heat, and ground heat.     

SDN–IoT empowered intelligent framework for industry 4.0 applications during COVID-19 pandemic

Cluster Computing - The industrial ecosystem has been unprecedentedly affected by the COVID-19 pandemic because of its immense contact restrictions. Therefore, the manufacturing and socio-economic...     

Computational experiments reveal plausible mechanisms for changing patterns of hepatic zonation of xenobiotic clearance and hepatotoxicity

No concrete, causal, mechanistic theory is available to explain how different hepatic zonation patterns of P450 isozyme levels and hepatotoxicity emerge following dosing with different compounds. We used the synthetic method of modeling and simulation to discover, explore, and experimentally challenge concrete mechanisms that show how and why biomimetic zonation patterns can emerge and change within agent-based analogues, expecting that those mechanisms may have counterparts in rats. Mobile objects map to compounds. One analogue represents a cross-section through a lobule. It is comprised of 460 identical, quasi-autonomous functional units called sinusoidal segments (SSs). SSs detect and respond to compound-generated response signals and the local level of an endogenous gradient. Each SS adapts by using those signals to adjust (or not) the probability that it will clear a detected compound during the next simulation cycle. The adjustment decision is based on the value of a biomimetic algorithm that is based on an assumed, evolution imposed, genetic mandate that normal hepatocytes resist increasing the cost of their actions. The algorithm estimates the long-term, discounted cost to a given SS of continuing to use its current clearance effort. Upon compound exposure, lobular analogues developed a variety of clearance and hepatotoxicity patterns that were strikingly similar to those reported in the literature. A degree of quantitative validation was achieved against data on hepatic zonation of CYP1A2 mRNA expression caused by three different doses of TCDD (2,3,7,8-tetracholorodibenzo-p-dioxone).     

DNA organization and polymorphism of a wild-type Drosophila telomere region

Telomeres at the ends of linear chromosomes of eukaryotes protect the chromosome termini from degradation and fusion. While telomeric replication/elongation mechanisms have been studied extensively, the functions of subterminal sequences are less well understood. In general, subterminal regions can be quite polymorphic, varying in size from organism to organism, and differing among chromosomes within an organism. The subterminal regions of Drosophila melanogaster are not well characterized today, and it is not known which and how many different components they contain. Here we present the molecular characterization of DNA components and their organization in the subterminal region of the left arm of chromosome 2 of the Oregon RC wildtype strain of D. melanogaster, including a minisatellite with a 457 bp repeat length. Two distinct polymorphic arrangements at 2L were found and analyzed, supporting the Drosophila telomere elongation model by retrotransposition. The high incidence of terminal chromosome deficiencies occurring in natural Drosophila populations is discussed in view of the telomere structure at 2L.     

Probing the conformational changes and peroxidase-like activity of cytochrome c upon interaction with iron nanoparticles

Herein, the interaction of iron nanoparticle (Fe-NP) with cytochrome c (Cyt c) was investigated, and a range of techniques such as dynamic light scattering (DLS), zeta potential measurements, static and synchronous fluorescence spectroscopy, near and far circular dichroism (CD) spectroscopy, and ultraviolet–visible (UV–vis) spectroscopy were used to analyze the interaction between Cyt c and Fe-NP. DLS and zeta potential measurements showed that the values of hydrodynamic radius and charge distribution of Fe-NP are 83.95 ± 3.7 nm and 4.5 ± .8 mV, respectively. The fluorescence spectroscopy results demonstrated that the binding of Fe-NP with Cyt c is mediated by hydrogen bonds and van der Waals interactions. Also Fe-NP induced conformational changes in Cyt c and reduced the melting temperature value of Cyt c from 79.18 to 71.33°C. CD experiments of interaction between Fe-NP and Cyt c revealed that the secondary structure of Cyt c with the dominant α-helix structures remained unchanged whereas the tertiary structure and heme position of Cyt c are subjected to remarkable changes. Absorption spectroscopy at 695 nm revealed that Fe-NP considerably disrupt the Fe…S(Met80) bond. In addition, the UV–vis experiment showed the peroxidase-like activity of Cyt c upon interaction with Fe-NP. Hence, the data indicate the Fe-NP results in unfolding of Cyt c and subsequent peroxidase-like activity of denatured species. It was concluded that a comprehensive study of the interaction of Fe-NP with biological system is a crucial step for their potential application as intracellular delivery carriers and medicinal agents.