Alignment by Maximization of Mutual Information

A new information-theoretic approach is presented for finding the pose of an object in an image. The technique does not require information about the surface properties of the object, besides its shape, and is robust with respect to variations of illumination. In our derivation, few assumptions are made about the nature of the imaging process. As a result the algorithms are quite general and can foreseeably be used in a wide variety of imaging situations. Experiments are presented that demonstrate the approach registering magnetic resonance (MR) images with computed tomography (CT) images, aligning a complex 3D object model to real scenes including clutter and occlusion, tracking a human head in a video sequence and aligning a view-based 2D object model to real images. The method is based on a formulation of the mutual information between the model and the image called EMMA. As applied here the technique is intensity-based, rather than feature-based. It works well in domains where edge or gradient-magnitude based methods have difficulty, yet it is more robust than traditional correlation. Additionally, it has an efficient implementation that is based on stochastic approximation. Finally, we will describe a number of additional real-world applications that can be solved efficiently and reliably using EMMA. EMMA can be used in machine learning to find maximally informative projections of high-dimensional data. EMMA can also be used to detect and correct corruption in magnetic resonance images (MRI).

The mutual agreement procedure and arbitration of double taxation disputes

It is in the interest of most states to eliminate double taxation (i.e. the payment of the same tax in two jurisdictions) of transnational commercial enterprises. Because such disputes involve, on the one hand, the state imposition of taxes, a right universally asserted by all states, and private entities on the other, taxation disputes between such parties are not, on their face, easily susceptible to arbitration. This article analyzes two dispute settlement procedures-the OECD First Model Tax Convention and a similar EU Convention-with the exclusive focus on disputes relating to the imposition of double taxation. It will look at the ways in which state roles may vary under these procedures from assisting in the negotiation process to taking a part similar to, but with important differences from, diplomatic protection on behalf of an affected enterprise. The article will examine the situations under which the settlement procedure is required and/or available, how the procedures are triggered, the obligations and parts played by the parties, the means by which the disputes are resolved (from negotiations to tribunals) and the limitations of the procedures. Are they “taxpayer friendly”? As a result the reader may draw comparisons between the two procedures. Finally, the article will look at the proposed OECD Arbitration Clause which is intended to be incorporated into Article 25 of the OECD Model Tax Convention as well as how these mechanisms relate and/or conflict with bilateral tax treaties and the GATS.

Bilateral trade between New Zealand & the pacific alliance: perspectives and possibilities for further trade engagement

Due to the rapid and effective success of countries in the Pacific Rim for the last two decades, current world trade attention has been focussed on what appears to be the common vision of the ‘Pacific Century’. Reducing attention from the Atlantic and focusing it on the Pacific represents a new challenge for countries touching this ocean. The main Latin American economies bordering the pacific have taken upon this challenge with the creation of the Pacific Alliance in 2011. In this way, Chile, Colombia, Mexico and Peru intend to penetrate and increase trade with the region by forming a coalition. The Pacific Alliance has attracted international attention, interest and support from nations around the world, counting 32 countries as observers; 7 are actually located in the region and six of them rank amongst the Top 15 world economies. As is expected, the possibility of closer trade engagement with big players such as China, India, Japan, South Korea or Australia absorb the main attention of media, governments and academics alike, leaving behind other feasible and possible opportunities unattended. That is precisely the case of New Zealand and its favourable commerce opportunities with the Pacific Alliance. The following document will study the major trends and variations in trade between New Zealand, the Pacific Alliance and its members between 2010 and 2014. Proving that mutual trade is most likely to keep on growing.

Cubs : animal babies ; facts and fund.

Para los niños pequeños estos bebés de osos pardos, osos negros, osos polares, pandas, koalas. Cinco proyectos de actividades manuales y preguntas con el oso como tema. Para leer en voz alta, para cantar canciones. Adecuado para una unidad didáctica sobre los osos. Para cuatro a siete años.

Fund utilisation for goods and services in university production. 'Utilización de fondos económicos destinados a bienes y servicios de la universidad'.

Se destaca la relevancia de la Educación Superior en la sociedad y la importancia que tiene la financiación económica para el buen funcionamiento de las universidades. Se considera uno de los elementos fundamentales para garantizar la calidad de la educación, junto con el personal de la misma y el contexto (instalaciones, recursos, laboratorios, servicios a los estudiantes...) que además dependen en gran medida de la financiación. La calidad de los servicios prestados y de los recursos disponibles, influirá en el aprendizaje de los estudiantes y su preparación para el mundo laboral.

O Campus arqueol??gico do Ervedal (Fund??o, Portugal) : um projecto cient??fico-pedag??gico de voluntariado jovem

Resumen en portugu??s e ingl??s

Shape complexity based on mutual information

Shape complexity has recently received attention from different fields, such as computer vision and psychology. In this paper, integral geometry and information theory tools are applied to quantify the shape complexity from two different perspectives: from the inside of the object, we evaluate its degree of structure or correlation between its surfaces (inner complexity), and from the outside, we compute its degree of interaction with the circumscribing sphere (outer complexity). Our shape complexity measures are based on the following two facts: uniformly distributed global lines crossing an object define a continuous information channel and the continuous mutual information of this channel is independent of the object discretisation and invariant to translations, rotations, and changes of scale. The measures introduced in this paper can be potentially used as shape descriptors for object recognition, image retrieval, object localisation, tumour analysis, and protein docking, among others