293 research outputs found
GTNet:Guided Transformer Network for Detecting Human-Object Interactions
The human-object interaction (HOI) detection task refers to localizing
humans, localizing objects, and predicting the interactions between each
human-object pair. HOI is considered one of the fundamental steps in truly
understanding complex visual scenes. For detecting HOI, it is important to
utilize relative spatial configurations and object semantics to find salient
spatial regions of images that highlight the interactions between human object
pairs. This issue is addressed by the novel self-attention based guided
transformer network, GTNet. GTNet encodes this spatial contextual information
in human and object visual features via self-attention while achieving state of
the art results on both the V-COCO and HICO-DET datasets. Code will be made
available online.Comment: pre-print, the work is in progres
What to look at and where: Semantic and Spatial Refined Transformer for detecting human-object interactions
We propose a novel one-stage Transformer-based semantic and spatial refined
transformer (SSRT) to solve the Human-Object Interaction detection task, which
requires to localize humans and objects, and predicts their interactions.
Differently from previous Transformer-based HOI approaches, which mostly focus
at improving the design of the decoder outputs for the final detection, SSRT
introduces two new modules to help select the most relevant object-action pairs
within an image and refine the queries' representation using rich semantic and
spatial features. These enhancements lead to state-of-the-art results on the
two most popular HOI benchmarks: V-COCO and HICO-DET.Comment: CVPR 2022 Ora
Oxygen uptake in the brine shrimp artemia in relation to salinity
The rate of oxygen consumption of Artemia has decreased with decrease
in salinity and in freshwater the 02 consumed was least. The probable reasons
for such decrease have (been discussed
Interplay Between Risk Perception, Behavior, and COVID-19 Spread
Pharmaceutical and non-pharmaceutical interventions (NPIs) have been crucial for controlling COVID-19. They are complemented by voluntary health-protective behavior, building a complex interplay between risk perception, behavior, and disease spread. We studied how voluntary health-protective behavior and vaccination willingness impact the long-term dynamics. We analyzed how different levels of mandatory NPIs determine how individuals use their leeway for voluntary actions. If mandatory NPIs are too weak, COVID-19 incidence will surge, implying high morbidity and mortality before individuals react; if they are too strong, one expects a rebound wave once restrictions are lifted, challenging the transition to endemicity. Conversely, moderate mandatory NPIs give individuals time and room to adapt their level of caution, mitigating disease spread effectively. When complemented with high vaccination rates, this also offers a robust way to limit the impacts of the Omicron variant of concern. Altogether, our work highlights the importance of appropriate mandatory NPIs to maximise the impact of individual voluntary actions in pandemic control
The Dromiusina Bonelli, 1810 of southwestern Saudi Arabia with description of a new species (Coleoptera, Carabidae, Lebiini)
In this paper, species of the subtribe Dromiusina Bonelli, 1810 from southwestern Saudi Arabia are revised. Eleven species in six genera (Calodromius, Dromius, Mesolestes, Metadromius, Microlestes, and Zolotarevskyella) are recognized. Dromius saudiarabicus Rasool, Abdel-Dayem and Felix, sp. n. is newly described species from Rayda Nature Reserve Asir province. The presence of Metadromius ephippiatus in Saudi Arabia is doubtful. A key is also provided to genera and species level for Dromiusina of Saudi Arabia
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Quorum Regulated Resistance of Vibrio cholerae against Environmental Bacteriophages
Predation by bacteriophages can significantly influence the population structure of bacterial communities. Vibrio cholerae the causative agent of cholera epidemics interacts with numerous phages in the aquatic ecosystem, and in the intestine of cholera patients. Seasonal epidemics of cholera reportedly collapse due to predation of the pathogen by phages. However, it is not clear how sufficient number of the bacteria survive to seed the environment in the subsequent epidemic season. We found that bacterial cell density-dependent gene expression termed “quorum sensing” which is regulated by signal molecules called autoinducers (AIs) can protect V. cholerae against predatory phages. V. cholerae mutant strains carrying inactivated AI synthase genes were significantly more susceptible to multiple phages compared to the parent bacteria. Likewise when mixed cultures of phage and bacteria were supplemented with exogenous autoinducers CAI-1 or AI-2 produced by recombinant strains carrying cloned AI synthase genes, increased survival of V. cholerae and a decrease in phage titer was observed. Mutational analyses suggested that the observed effects of autoinducers are mediated in part through the quorum sensing-dependent production of haemaglutinin protease, and partly through downregulation of phage receptors. These results have implication in developing strategies for phage mediated control of cholera
Erectile Dysfunction as an Independent Predictor of Future Cardiovascular Events: The Multi-Ethnic Study of Atherosclerosis
Vascular erectile dysfunction (ED) and cardiovascular disease (CVD) share common risk factors including obesity, hypertension, metabolic syndrome, diabetes mellitus, and smoking. ED and CVD also have common underlying pathological mechanisms, including endothelial dysfunction, inflammation, and atherosclerosis.1 Despite these close relationships, the evidence documenting ED as an independent predictor of future CVD events is limited
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