Face Detection in Still Gray Images

We present a trainable system for detecting frontal and near-frontal views of faces in still gray images using Support Vector Machines (SVMs). We first consider the problem of detecting the whole face pattern by a single SVM classifer. In this context we compare different types of image features, present and evaluate a new method for reducing the number of features and discuss practical issues concerning the parameterization of SVMs and the selection of training data. The second part of the paper describes a component-based method for face detection consisting of a two-level hierarchy of SVM classifers. On the first level, component classifers independently detect components of a face, such as the eyes, the nose, and the mouth. On the second level, a single classifer checks if the geometrical configuration of the detected components in the image matches a geometrical model of a face.

Feature Selection for Face Detection

We present a new method to select features for a face detection system using Support Vector Machines (SVMs). In the first step we reduce the dimensionality of the input space by projecting the data into a subset of eigenvectors. The dimension of the subset is determined by a classification criterion based on minimizing a bound on the expected error probability of an SVM. In the second step we select features from the SVM feature space by removing those that have low contributions to the decision function of the SVM.

Role of color in face recognition

One of the key challenges in face perception lies in determining the contribution of different cues to face identification. In this study, we focus on the role of color cues. Although color appears to be a salient attribute of faces, past research has suggested that it confers little recognition advantage for identifying people. Here we report experimental results suggesting that color cues do play a role in face recognition and their contribution becomes evident when shape cues are degraded. Under such conditions, recognition performance with color images is significantly better than that with grayscale images. Our experimental results also indicate that the contribution of color may lie not so much in providing diagnostic cues to identity as in aiding low-level image-analysis processes such as segmentation.

Relative Contributions of Internal and External Features to Face Recognition

The central challenge in face recognition lies in understanding the role different facial features play in our judgments of identity. Notable in this regard are the relative contributions of the internal (eyes, nose and mouth) and external (hair and jaw-line) features. Past studies that have investigated this issue have typically used high-resolution images or good-quality line drawings as facial stimuli. The results obtained are therefore most relevant for understanding the identification of faces at close range. However, given that real-world viewing conditions are rarely optimal, it is also important to know how image degradations, such as loss of resolution caused by large viewing distances, influence our ability to use internal and external features. Here, we report experiments designed to address this issue. Our data characterize how the relative contributions of internal and external features change as a function of image resolution. While we replicated results of previous studies that have shown internal features of familiar faces to be more useful for recognition than external features at high resolution, we found that the two feature sets reverse in importance as resolution decreases. These results suggest that the visual system uses a highly non-linear cue-fusion strategy in combining internal and external features along the dimension of image resolution and that the configural cues that relate the two feature sets play an important role in judgments of facial identity.

Face processing in humans is compatible with a simple shape-based model of vision

Understanding how the human visual system recognizes objects is one of the key challenges in neuroscience. Inspired by a large body of physiological evidence (Felleman and Van Essen, 1991; Hubel and Wiesel, 1962; Livingstone and Hubel, 1988; Tso et al., 2001; Zeki, 1993), a general class of recognition models has emerged which is based on a hierarchical organization of visual processing, with succeeding stages being sensitive to image features of increasing complexity (Hummel and Biederman, 1992; Riesenhuber and Poggio, 1999; Selfridge, 1959). However, these models appear to be incompatible with some well-known psychophysical results. Prominent among these are experiments investigating recognition impairments caused by vertical inversion of images, especially those of faces. It has been reported that faces that differ "featurally" are much easier to distinguish when inverted than those that differ "configurally" (Freire et al., 2000; Le Grand et al., 2001; Mondloch et al., 2002) ??finding that is difficult to reconcile with the aforementioned models. Here we show that after controlling for subjects' expectations, there is no difference between "featurally" and "configurally" transformed faces in terms of inversion effect. This result reinforces the plausibility of simple hierarchical models of object representation and recognition in cortex.

Numbers game

This is an exercise to use with groups. It was sent to Debra Morris in 2007, by David Jaques, an educationalist with many years' experience in groupwork.

Theory of Numbers

Exercises, exams and solutions for a third year maths course.

Elaboración de materiales curriculares de Inglés.

Proyecto de Educación Primaria desarrollado por nueve profesores en el CP 'La Goleta'. Los objetivos fueron: adecuar el Diseño Curricular Base al entorno socio-cultural de los alumnos, en el área de Inglés, elaborar y poner en práctica recursos didácticos, desarrollar estrategias de trabajo en equipo, como recurso para lograr la participación de todos los alumnos, adecuar el desarrollo curricular de las lenguas extranjeras, para conseguir el aprendizaje autónomo y, llevar a cabo la coordinación intercentro de los profesores y alumnos implicados. La dinámica de trabajo de las sesiones del grupo se ajustó al siguiente esquema: lectura del acta de la sesión anterior, información de interés de material en pequños grupos, según niveles y, puesta en común del trabajo desarrollado. La experiencia se basó en los siguientes centros de interés: 'Words and numbers', 'Colours', 'Shapes', 'Make a frog (prepositions)', 'My body', 'My face', 'My family', 'Happy birthday', 'Food', 'Animals' y, 'Merry Christmas'. Cada centro de interés contiene un proyecto que centra el trabajo del tema y se enlaza con otras áreas del currículum, favorecienco así la autonomía en el aprendizaje y la interacción. Los proyectos correspondientes a cada centro de interés fueron: 'Make a collage (con material auténtico)', 'Make a collage (de un color determinado)', 'Make a picture dictionary', 'Make a frog', 'Make a pupet', 'Make a mask', 'Make a birthday card', 'Make your food diary', y 'Make a Christmas card'. Sobre cada centro de interés se elaboró una unidad didáctica que reflejase los objetivos, contenidos, actitudes, materiales y evaluación, así como la programación diaria por sesiones con las actividades secuenciadas. Los resultados fueron positivos pues: se cumplieron los objetivos propuestos, el buen desarrollo del trabajo en equipo, la coordinación entre centros, el enriquecimiento de la vida en el aula, la diversidad de actividades, la práctica docente más activa y, el trabajo del alumno más activo.

Face and content validity of smoking-related and matched control pictures

Smoking-related pictures and matched controls are useful tools in experimental tasks of attentional bias. Noteworthy the procedures used to produce and validate these pairs of pictures are poorly reported. This study aimed to describe the production and evidence of validity of a set of smoking-related pictures and their matched controls. Two studies were conducted to assess validity. An online internet-based survey was used to assess face validity of 12 pictures related to smoking behavior and 12 matched controls. All pictures were colored and were 95mm length x 130mm width. Participants were asked if the pictures were related or not to the smoking behavior and also rated how much each picture was related to smoking behavior. The second study investigated attentional bias in smokers (n = 47) and non-smokers (n = 50), and examined how they assessed all pictures in terms of pleasantness and the 12 smoking-related pictures in terms of relevance to their own smoking behavior. Craving was assessed before and after the experiment. Results indicate that this set of pictures are valid since smoking-related pictures were considered more related to smoking behavior compared to their matched controls. Moreover, smokers showed greater attentional bias for smoking-related pictures than non-smokers. Craving and relevance of the smoking-related pictures were higher in smokers than in non-smokers. Smokers considered smoking-related pictures them less unpleasant than non-smokers. These findings provide evidence of face and content validity of this set of pictures, which will be available to researchers, contributing to maximize the standardization of future investigations.

Perfiles y estilos gerenciales, de la administracion de una empresa social del estado en el departamento de Cundinamarca

El estudio “Identificar el perfil y el estilo del gerente, para administrar una Empresa Social del Estado en el Departamento de Cundinamarca” tiene como propósito conocer el perfil como conocimientos, habilidades o aptitudes, experticia y actitudes o comportamientos, lo mismo que el estilo gerencial en las organizaciones de hoy, como puede hacerla rentable y enfrentar los retos de un mundo globalizado, en una administración compleja, con incertidumbres y desafíos propios del Siglo XXI. Este trabajo establece los elementos propios en la construcción de un perfil y estilo de un gerente, que la nueva economía necesita en organizaciones más planas, eficientes y competitivas, enfrentando los desafíos del actual entorno, donde no sólo se deben focalizar las cifras y números sino el factor más importante, pilar de las empresas, las empresas, las personas, para llegar al éxito. Palabras claves: Empresa social del Estado, perfil, estilo gerencial, gestión, resultados financieros, sistema general de seguridad en salud.

The numbers. 'Los números'.

ODE pensado para alumnos de quinto curso de primaria

My face. 'Mi cara'.

Se trata de una unidad didáctica que pretende que el alumno tenga un conocimiento de las partes de la cara, y que a través de la lectura y de juegos en clase conseguir dominar ciertas formas de expresión y vocabulario en lengua inglesa.

At the centre of the Bologna process : do European universities train their students to face knowledge based societies?. 'En el centro del proceso de Bolonia: ¿entrenan las universidades europeas a sus estudiantes para enfrentarse a sociedades basadas en el conocimiento?'.

Resumen tomado de la publicación. Monográfico con el título: El proceso de Bolonia : dinámicas y desafíos de la enseñanza superior en Europa a comienzos de una nueva época

The human face of globalization : implications in education.

Resumen tomado del autor

Playing with numbers : puzzles for the daily maths lesson.

Ofrece actividades fotocopiables, juegos y rompecabezas para los alumnos de la etapa clave 2 (key stage 2) del currículo nacional de Inglaterra y Gales, es decir para el nivel de primaria. Están diseñadas para desarrollar en los niños la comprensión y la facilidad con los números y, así, proporcionarles una buena base para el desarrollo de sus habilidades matemáticas. Las actividades se clasifican en tres secciones para los grupos de edad de 7 a 9, de 8 a 10 y de 9 a 11.