Large pose 3D face reconstruction from a single image via direct volumetric CNN regression

3D face reconstruction is a fundamental Computer Vision problem of extraordinary difficulty. Current systems often assume the availability of multiple facial images (sometimes from the same subject) as input, and must address a number of methodological challenges such as establishing dense correspondences across large facial poses, expressions, and non-uniform illumination. In general these methods require complex and inefficient pipelines for model building and fitting. In this work, we propose to address many of these limitations by training a Convolutional Neural Network (CNN) on an appropriate dataset consisting of 2D images and 3D facial models or scans. Our CNN works with just a single 2D facial image, does not require accurate alignment nor establishes dense correspondence between images, works for arbitrary facial poses and expressions, and can be used to reconstruct the whole 3D facial geometry (including the non-visible parts of the face) bypassing the construction (during training) and fitting (during testing) of a 3D Morphable Model. We achieve this via a simple CNN architecture that performs direct regression of a volumetric representation of the 3D facial geometry from a single 2D image. We also demonstrate how the related task of facial landmark localization can be incorporated into the proposed framework and help improve reconstruction quality, especially for the cases of large poses and facial expressions. Testing code will be made available online, along with pre-trained models http://aaronsplace.co.uk/papers/jackson2017reconComment: 10 pages, ICCV 201

The challenges of providing eye care for adults with intellectual disabilities

This review is intended to raise awareness of the importance of providing high-quality eye care for people with intellectual disabilities and the increasing need for this eye care to be community-based. We describe the challenges to the provision of high-quality community-based eye care for people with intellectual disabilities and ideas, evidence and methods for overcoming them. The prevalence of visual impairment in people with intellectual disabilities has been reported to be at least 40 per cent, rising to as high as 100 per cent in those with profound and severe disabilities. A progressive move toward deinstitutionalisation has shifted the provision of care for people with intellectual disabilities. Individuals can have the freedom to access health-care services of their choice. This has posed challenges to the health-care system, including how to deliver high-quality community-based eye care, creating a current significant unmet need for eye-care services. Undiagnosed refractive error and under-prescription of spectacles are major reasons for avoidable visual impairment among people with disabilities. There is an apparent reluctance of optometrists to engage in this work due to the perceived difficulties of working with people with intellectual and multiple disabilities. There are challenges associated with diagnosis and management of ocular conditions in people with intellectual disabilities and the demand is clear. Small shifts in training, knowledge and awareness would place optometry well to meet the challenges of this specialised area of eye care

Diet, Water, and Exercise: Impacts on Non-Communicable Disease in Madolenihmw and Uh Municipalities on Pohnpei Island, Federated States of Micronesia

A 2013 article referred to non-communicable diseases (NCD) as “a health emergency” in the Federated States of Micronesia (FSM) and identified five critical NCD risk factors in FSM: daily smoking, overweight, high blood pressure, low consumption of fruits and vegetables, and a low level of physical activity. The objective of this study is to determine the impact of diet, water, and exercise on NCD in Madolenihmw and Uh municipalities, Pohnpei, FSM. We hypothesize that poor diet, poor quality of drinking water, and inadequate exercise contribute significantly to the incidence of NCD in Madolenihmw and Uh municipalities. Data were collected from 52 individuals through interviews and personal observations in Madolenihwm and U. All interviewees say that they eat white rice in all meals, seven days a week. In contrast, production and consumption of green leafy and fruit vegetables is severely deficient. Majority (52%) of the interviewees identified “diarrhea” as their main source of complaint during January-May, 2015. A majority (71%) also indicated that they use untreated water from nearby rivers or streams for drinking. Only a minority (39%) appear to have an adequate level of physical activity. The hypothesis is accepted. The water quality factor needs special consideration as it was not identified in the above-mentioned 2013 article and its importance needs to be highlighted

Effectiveness of Traditional Treatments of Diabetes in Pohnpei, Federated States of Micronesia

Diabetes is the second leading cause of death in Pohnpei – next only to heart disease. However, households in Pohnpei are struggling to make ends meet and find it difficult to afford hospital treatments. The objective of this study is to assess the effectiveness of selected traditional treatment methods for diabetes using local plant products. We hypothesize that the traditional treatment methods of diabetes could also be effective. Data was collected through interviews and discussions with 17 diabetic patients who have undergone different forms of treatments, and with five medical practitioners. Effects of five treatments were explored: lime and lemon leaf treatment (T1), soursop leaf treatment (T2), hospital treatment (H), hospital + noni leaf treatment (H+T), and no treatment or control (C). Current, mean health condition (0, very poor – 5, perfect) of patients that have undergone the various treatments are as follows: T1 = 3.3, T2 = 2.5, H = 0.6, H+T = 2.0, C = 2.0. Patients that have undergone the T1 and T2 treatments also gave the following assessment of their treatment: T1 mean = 2.0, T2 mean = 2.6. Data collection and analysis is continuing but information gathered so far leads us to accept the hypothesis and to recommend that the traditional treatment methods for diabetes be seriously considered in the current effort to tackle diabetes in Pohnpei

Deformed Skyrme Crystals

The Skyrme crystal, a solution of the Skyrme model, is the lowest energy-per-charge configuration of skyrmions seen so far. Our numerical investigations show that, as the period in various space directions is changed, one obtains various other configurations, such as a double square wall, and parallel vortex-like solutions. We also show that there is a sudden "phase transition" between a Skyrme crystal and the charge 4 skyrmion with cubic symmetry as the period is gradually increased in all three space directions.Comment: 13 pages, 6 figures. To be published in JHE

Controlling light-with-light without nonlinearity

According to Huygens' superposition principle, light beams traveling in a linear medium will pass though one another without mutual disturbance. Indeed, it is widely held that controlling light signals with light requires intense laser fields to facilitate beam interactions in nonlinear media, where the superposition principle can be broken. We demonstrate here that two coherent beams of light of arbitrarily low intensity can interact on a metamaterial layer of nanoscale thickness in such a way that one beam modulates the intensity of the other. We show that the interference of beams can eliminate the plasmonic Joule losses of light energy in the metamaterial or, in contrast, can lead to almost total absorbtion of light. Applications of this phenomenon may lie in ultrafast all-optical pulse-recovery devices, coherence filters and THz-bandwidth light-by-light modulators

A tri-dimensional approach for auditing brand loyalty

Over the past twenty years brand loyalty has been an important topic for both marketing practitioners and academics. While practitioners have produced proprietary brand loyalty audit models, there has been little academic research to make transparent the methodology that underpins these audits and to enable practitioners to understand, develop and conduct their own audits. In this paper, we propose a framework for a brand loyalty audit that uses a tri-dimensional approach to brand loyalty, which includes behavioural loyalty and the two components of attitudinal loyalty: emotional and cognitive loyalty. In allowing for different levels and intensity of brand loyalty, this tri-dimensional approach is important from a managerial perspective. It means that loyalty strategies that arise from a brand audit can be made more effective by targeting the market segments that demonstrate the most appropriate combination of brand loyalty components. We propose a matrix with three dimensions (emotional, cognitive and behavioural loyalty) and two levels (high and low loyalty) to facilitate a brand loyalty audit. To demonstrate this matrix, we use the example of financial services, in particular a rewards-based credit card

Support induced charge transfer effects on electrochemical characteristics of Pt nanoparticle electrocatalysts

The electrokinetic properties of Pt nanoparticles supported on Carbon (Pt/C) and Boron Carbide-Graphite composite (Pt/BC) are compared over a wide potential range. The influence of the support on the electronic state of Pt was investigated via in-situ X-ray Absorption Spectroscopy. Pt d-band filling, determined from XANES white line analysis, was lower and nearly constant between 0.4 and 0.95V vs. RHE for Pt/BC, indicating more positively charged particles in the double layer region and a delay in the onset of oxide formation by about 0.2V compared to the Pt/C catalyst, which showed a marked increase in d-band vacancies above 0.8V vs. RHE. Moreover, δμ analysis of the XANES data indicated a lack of sub-surface oxygen for the Pt/BC catalyst compared to the Pt/C catalyst above 0.9V vs. RHE. Additional anion adsorption on the Pt/BC in the double layer region, detected by CO displacement, was also confirmed by XANES analysis of the d-band occupancy. The H 2 oxidation activities of electrodes with low catalyst loadings were assessed under high mass transport conditions using the floating electrode methodology. The metal-support interaction between the Pt and BC support improved the maximum hydrogen oxidation current density by 1.4 times when compared to Pt/C

Brain changes associated with cognitive and emotional factors in chronic pain : a systematic review

An emerging technique in chronic pain research is MRI, which has led to the understanding that chronic pain patients display brain structure and function alterations. Many of these altered brain regions and networks are not just involved in pain processing, but also in other sensory and particularly cognitive tasks. Therefore, the next step is to investigate the relation between brain alterations and pain related cognitive and emotional factors. This review aims at providing an overview of the existing literature on this subject. Pubmed, Web of Science and Embase were searched for original research reports. Twenty eight eligible papers were included, with information on the association of brain alterations with pain catastrophizing, fear-avoidance, anxiety and depressive symptoms. Methodological quality of eligible papers was checked by two independent researchers. Evidence on the direction of these associations is inconclusive. Pain catastrophizing is related to brain areas involved in pain processing, attention to pain, emotion and motor activity, and to reduced top-down pain inhibition. In contrast to pain catastrophizing, evidence on anxiety and depressive symptoms shows no clear association with brain characteristics. However, all included cognitive or emotional factors showed significant associations with resting state fMRI data, providing that even at rest the brain reserves a certain activity for these pain-related factors. Brain changes associated with illness perceptions, pain attention, attitudes and beliefs seem to receive less attention in literature. Significance: This review shows that maladaptive cognitive and emotional factors are associated with several brain regions involved in chronic pain. Targeting these factors in these patients might normalize specific brain alterations

Tectonic controls on the spatial distribution and stratigraphic architecture of a net-transgressive shallow-marine syn-rift succession in a salt-influenced rift basin: Middle-to-Upper Jurassic, Norwegian Central North Sea

Syn-depositional deformation in salt-influenced rift basins is complex, being driven by a combination of normal faulting and the growth of salt structures such as diapirs. Due to a lack of data with which to simultaneously constrain basin structure and syn-rift stratigraphic architecture, we have a poor understanding of how these processes control shallow marine deposition in such settings. To improve our understanding we here use seismic reflection and borehole data from the Norwegian Central North Sea to investigate the role that syn-depositional fault growth and salt movement played in controlling the sub-regional stratigraphic architecture of a net-transgressive shallow-marine syn-rift succession (Middle-to-Late Jurassic). The rift-related structural framework, which is usually dominated by normal fault-bound horst and graben, is strongly modified where an Upper Permian salt layer (Zechstein Supergroup) is sufficiently thick and mobile to act as an intra-stratal detachment, giving rise to decoupled rift-related basement and cover structural styles. Furthermore, cover extension allows the salt to rise diapirically, resulting in the formation of large salt diapirs and supra-salt normal faults formed due to late-stage salt withdrawal and diapir collapse. Rift-related normal faulting and the growth of salt structures had a dual control on the depositional thickness and facies distribution within the net-transgressive, predominantly shallow-marine, Middle-to-Upper Jurassic syn-rift succession. The resulting facies architecture reflects a delicate balance between fault- and salt flow-driven accommodation creation and intra- and extra-basinal sediment supply. Where sediment supply and accumulation rate exceeded accommodation, little or no change in facies is observed across syn-depositional structures. In contrast, where accommodation outpaced sediment supply and accumulation rate, footwall-attached shorelines locally developed adjacent to large, thick-skinned normal faults, with deeper water conditions persisting in the adjacent hanging wall. Flooding of individual structural elements was strongly diachronous and influenced by the underlying rift-related topography, which was characterised by intra-basinal horst and graben. This paper highlights the key role that salt plays in modifying the tectono-stratigraphic evolution of rift basins, suggesting that existing models, based on salt-free structural templates, need to be modified