How can video analysis help laparoscopic surgeons?

Automatic analysis of minimally invasive surgical (MIS) video has the potential to drive new solutions that alleviate existing needs for safer surgeries: reproducible training programs, objective and transparent assessment systems and navigation tools to assist surgeons and improve patient safety. As an unobtrusive, always available source of information in the operating room (OR), this research proposes the use of surgical video for extracting useful information during surgical operations. Methodology proposed includes tools' tracking algorithm and 3D reconstruction of the surgical field. The motivation for these solutions is the augmentation of the laparoscopic view in order to provide orientation aids, optimal surgical path visualization, or preoperative virtual models overlay

Medida de características acústicas de la sala 3 de Kinépolis Madrid

Kinépolis Madrid es uno de los mayores complejos cinematográficos del mundo contando incluso con records Guinness como el del complejo cinematográfico con mayor número de butacas del mundo. Está compuesto por 25 salas con capacidades entre 220 y 996 espectadores. Todas estas salas están equipadas con las últimas tecnologías de sonido e imagen y están adecuadamente acondicionadas para que las características acústicas de las mismas sean óptimas; no obstante, en el complejo no disponen de información sobre estas características. El presente PFG tratará de medir algunos de estos parámetros acústicos como la claridad, la definición o la inteligibilidad de la sala, pero se prestará especial atención al tiempo de reverberación de la misma ya que es uno de los parámetros más significativos a la hora de caracterizar acústicamente una sala. En concreto, se trabajará sobre la sala número 3, con capacidad para 327 espectadores, lo que la convierte en una de las salas de medio tamaño del recinto. Por otro lado, además de medir las características acústicas de la sala, se medirán las dimensiones de la misma para, posteriormente, construir dos modelos virtuales de la misma. Uno de ellos será un modelo detallado, mientras que el otro será más simple. A partir de estos modelos, se realizarán simulaciones para obtener los mismos parámetros medidos en la sala real. Una vez se obtengan los parámetros acústicos de ambas maneras, se compararán las medidas entre sí, estudiando si las diferencias entre los medidos y los simulados superan ciertos umbrales que estimarán si los modelos creados por ordenador realmente pueden representar a la sala real, o no. Por último, se obtendrán conclusiones para saber cuál de los dos modelos creados se acerca más a las medidas reales, cómo realizar las simulaciones, qué tipos de señal utilizar en las medidas y qué parámetros tener en cuenta, para así facilitar el trabajo en futuras experiencias ahorrando tiempo. ABSTRACT. Kinepolis Madrid is one of the largest cinema complexes in the world, having won even a Guinness as the cinema complex with more seats in the world. It consists of 25 cinemas whose capacities are between 220 and 996 people. All these cinemas are fully equipped with the latest audio and video technologies and are appropriately conditioned for the optimal acoustic characteristics; nevertheless, the resort does not have information on these features. This PFG’s aim, is trying to measure some acoustic parameters such as clarity, definition or intelligibility of the room, but paying special attention to the reverberation time since, it is one of the most significant acoustic parameters to characterize a room. In particular, the study will be developed at the cinema number 3 with capacity for 327 spectators, which turns it into one of the rooms of average size of the enclosure. In addition to measuring the acoustic characteristics of the room, the dimensions of it will be also measured, to then build two virtual models of it. One will be a detailed model, while the other one, will be much simpler. After that, simulations from those models will be performed in order to obtain the same data measured at the real room. Once the acoustic parameters had been obtained in both ways, there will be a comparison of all the measures together, studying whether differences between the real measured data and simulated ones exceed an estimated limit. This comparison, will give information about whether the computer models created can really represent the real room or not. Finally, conclusions to know which of the two created models is more appropriate to use, how to perform the simulations, what types of signal should be used in the measurements and which parameters to take into account in order to facilitate and saving time in future experiences, will be drawn.

Modelo para la medición con máquinas de visión e iluminación episcópica mediante la aplicación de técnicas de resolución subpíxel y aproximación bayesiana

En esta tesis se desarrolla un modelo físico-matemático, original, que permite simular el comportamiento de las máquinas de visión, en particular las máquinas ópticas digitales, cuando reciben información a través de la luz reflejada por los mensurandos. El modelo desarrollado se lia aplicado para la determinación de los parámetros que intervienen en el proceso de caracterización de formas geométricas básicas, tales como líneas, círculos y elipses. También se analizan las fuentes de error que intervienen a lo largo de la cadena metrológica y se proponen modelos de estimación de las incertidumbres de medida a través un nuevo enfoque basado en estadística bayesiana y resolución subpíxel. La validez del modelo se ha comprobado por comparación de los resultados teóricos, obtenidos a partir de modelos virtuales y simulaciones informáticas, y los reales, obtenidos mediante la realización de medidas de diferentes mensurandos del ámbito electromecánico y de dimensiones submilimétricas. Utilizando el modelo propuesto, es posible caracterizar adecuadamente mensurandos a partir del filtrado, segmentación y tratamiento matemático de las imágenes. El estudio experimental y validación definitiva de los resultados se ha realizado en el Laboratorio de Metrología Dimensional de la Escuela Técnica Superior de Ingeniería y Diseño Industrial de la Universidad Politécnica de Madrid. Los modelos desarrollados se han implementado sobre imágenes obtenidas con la máquina de visión marca TESA, modelo VISIO 300. Abstract In this PhD Thesis an original mathematic-physic model has been developed. It allows simulating the behaviour of the vision measuring machines, in particular the optical digital machines, where they receive information through the light reflected by the measurands. The developed model has been applied to determine the parameters involved in the process of characterization of basic geometrical features such as lines, circles and ellipses. The error sources involved along the metrological chain also are analyzed and new models for estimating measurement uncertainties through a new approach based on Bayesian statistics and subpixel resolution are proposed. The validity of the model has been verified by comparing the theoretical results obtained from virtual models and computer simulations, with actual ones, obtained by measuring of various measurands belonging to the electromechanical field and of submillimeter dimensions. Using the proposed model, it is possible to properly characterize measurands from filtering, segmentation and mathematical processing of images. The experimental study and final validation of the results has been carried out in the "Laboratorio de Metrología Dimensional" (Dimensional Metrology Laboratory) at the Escuela Técnica Superior de Ingeniería y Diseño Industrial (ETSIDI) (School of Engineering and Industrial Design) at Universidad Politécnica de Madrid (UPM). The developed models have been implemented on images obtained with the vision measuring machine of the brand TESA, model VISIO 300.

Knowledgeable Feedback via a Cast of Virtual Characters with Different Competences

DynaLearn (http://www.DynaLearn.eu) develops a cognitive artefact that engages learners in an active learning by modelling process to develop conceptual system knowledge. Learners create external representations using diagrams. The diagrams capture conceptual knowledge using the Garp3 Qualitative Reasoning (QR) formalism [2]. The expressions can be simulated, confronting learners with the logical consequences thereof. To further aid learners, DynaLearn employs a sequence of knowledge representations (Learning Spaces, LS), with increasing complexity in terms of the modelling ingredients a learner can use [1]. An online repository contains QR models created by experts/teachers and learners. The server runs semantic services [4] to generate feedback at the request of learners via the workbench. The feedback is communicated to the learner via a set of virtual characters, each having its own competence [3]. A specific feedback thus incorporates three aspects: content, character appearance, and a didactic setting (e.g. Quiz mode). In the interactive event we will demonstrate the latest achievements of the DynaLearn project. First, the 6 learning spaces for learners to work with. Second, the generation of feedback relevant to the individual needs of a learner using Semantic Web technology. Third, the verbalization of the feedback via different animated virtual characters, notably: Basic help, Critic, Recommender, Quizmaster & Teachable agen

Virtual Excursions: a new way to explore science in class

The educational platform Virtual Science Hub (ViSH) has been developed as part of the GLOBAL excursion European project. ViSH (http://vishub.org/) is a portal where teachers and scientist interact to create virtual excursions to science infrastructures. The main motivation behind the project was to connect teachers - and in consequence their students - to scientific institutions and their wide amount of infrastructures and resources they are working with. Thus the idea of a hub was born that would allow the two worlds of scientists and teachers to connect and to innovate science teaching. The core of the ViSH?s concept design is based on virtual excursions, which allow for a number of pedagogical models to be applied. According to our internal definition a virtual excursion is a tour through some digital context by teachers and pupils on a given topic that is attractive and has an educational purpose. Inquiry-based learning, project-based and problem-based learning are the most prominent approaches that a virtual excursion may serve. The domain specific resources and scientific infrastructures currently available on the ViSH are focusing on life sciences, nano-technology, biotechnology, grid and volunteer computing. The virtual excursion approach allows an easy combination of these resources into interdisciplinary teaching scenarios. In addition, social networking features support the users in collaborating and communicating in relation to these excursions and thus create a community of interest for innovative science teaching. The design and development phases were performed following a participatory design approach. An important aspect in this process was to create design partnerships amongst all actors involved, researchers, developers, infrastructure providers, teachers, social scientists, and pedagogical experts early in the project. A joint sense of ownership was created and important changes during the conceptual phase were implemented in the ViSH due to early user feedback. Technology-wise the ViSH is based on the latest web technologies in order to make it cross-platform compatible so that it works on several operative systems such as Windows, Mac or Linux and multi-device accessible, such as desktop, tablet and mobile devices. The platform has been developed in HTML5, the latest standard for web development, assuring that it can run on any modern browser. In addition to social networking features a core element on the ViSH is the virtual excursions editor. It is a web tool that allows teachers and scientists to create rich mash-ups of learning resources provided by the e-Infrastructures (i.e. remote laboratories and live webcams). These rich mash-ups can be presented in either slides or flashcards format. Taking advantage of the web architecture supported, additional powerful components have been integrated like a recommendation engine to provide personalized suggestions about educational content or interesting users and a videoconference tool to enhance real-time collaboration like MashMeTV (http://www.mashme.tv/).

3D facial merging for virtual human reconstruction

There is an increasing need of easy and affordable technologies to automatically generate virtual 3D models from their real counterparts. In particular, 3D human reconstruction has driven the creation of many clever techniques, most of them based on the visual hull (VH) concept. Such techniques do not require expensive hardware; however, they tend to yield 3D humanoids with realistic bodies but mediocre faces, since VH cannot handle concavities. On the other hand, structured light projectors allow to capture very accurate depth data, and thus to reconstruct realistic faces, but they are too expensive to use several of them. We have developed a technique to merge a VH-based 3D mesh of a reconstructed humanoid and the depth data of its face, captured by a single structured light projector. By combining the advantages of both systems in a simple setting, we are able to reconstruct realistic 3D human models with believable faces.

Diseño de una práctica para un laboratorio virtual de biotecnología multilingüe y adaptable a alumnos de secundaria

Este trabajo describe el diseño y la implementación de un ejercicio virtual que es parte de una práctica que se realiza en un laboratorio virtual de biotecnología, la adaptación de la misma para que alumnos de secundaria la puedan realizar y por último, la adaptación del laboratorio a un entorno multilingüe. La práctica consiste en transformar genéticamente un árbol (chopo) para dotarlo de una mayor resistencia a enfermedades, especialmente las producidas por hongos y más en concreto, el ejercicio o fase de la práctica a desarrollar consiste en introducir en el plásmido un gen amplificado por la PCR obtenido en la fase anterior de la práctica virtual. La adaptación para alumnos de secundaria servirá para fomentar el interés de estos alumnos por la biotecnología. Asimismo, la adaptación a un entorno multilingüe permitirá que varios alumnos de distintos idiomas realicen la práctica de forma simultánea. Como parte de este trabajo, se ha realizado un análisis sobre OpenSimulator, que es la herramienta utilizada para la creación del entorno virtual, así como de sus visores gráficos para visitar y desarrollar el mundo virtual. Debido a que este proyecto toma como punto de partida un laboratorio virtual con una parte de la práctica virtual ya desarrollada, se ha incluido una descripción de dicho laboratorio para comprender mejor el trabajo que se ha realizado en este proyecto. Finalmente, en este trabajo se presentan los modelos y especificaciones para la extensión del laboratorio virtual. ---ABSTRACT---This document describes the design and implementation of virtual exercise that is part of a practice that is performed in a virtual biotechnology laboratory, the adaptation of this phase to high-school students and finally, the adaptation of laboratory for a multilingual environment. In this practice a tree is genetically modified to give it resistance to diseases produced by fungi. Specifically, the exercise or phase developed consists in introducing in the plasmid a gene amplified by PCR in the previous phase. The adaptation for high-school students will motivate to new students about biotechnology. And the adapting to the multilingual environment will allow several students, such as Erasmus, to do the practice in different languages simultaneously. We analyzed the OpenSimulator platform and the graphic viewers to visit and develop the virtual world. This tool is used for creating the virtual environment. Because of the fact that the project takes a starting point a laboratory with some parts already developed, we have included a description with information related to the laboratory to better understand the work carried out in this project. Finally, this document presents the models and specifications for the extension of the virtual laboratory.

Restauración virtual del patrimonio sonoro. Aplicación al antiguo rito hispánico

Una de las aplicaciones más interesantes de las tecnologías de Realidad Acústica Virtual es la posibilidad de recuperar el patrimonio cultural del sonido de los recintos históricos que se han perdido o cuyas características se han modificado a lo largo de los siglos. En este trabajo, las tecnologías de realidad acústica virtual se utilizan para tratar de reconstruir virtualmente el sonido producido en las actividades litúrgicas del antiguo rito hispánico. Bajo este nombre se conoce a la liturgia que celebraban los cristianos de la península ibérica hasta su prohibición, en favor del culto romano, a mediados del siglo XI. El rito hispánico -también conocido como rito visigótico-mozárabe- es una de las manifestaciones culturales más interesantes de la Alta Edad Media en occidente. Se trata de un patrimonio cultural desaparecido, tanto desde el punto de vista de las señales sonoras que lo integraban -ya que la mayoría de las melodías que conformaban el rito se han perdido- como desde el punto de vista de los espacios en los que se desarrollaba, debido a que las iglesias conservadas de la época han experimentado modificaciones a lo largo de los siglos que alteran sus condiciones acústicas con respecto a las que tenían en el periodo de vigencia de esta liturgia. Para llevar a cabo este proyecto, se han realizado modelos acústicos digitales de un grupo representativo de iglesias prerrománicas de la Península Ibérica en su estado primitivo. Se ha procurado que las iglesias seleccionadas representen la variedad de comportamientos acústicos esperables en este tipo de edificios. Con este objetivo, se han elegido cinco iglesias prerrománicas que presentan diferencias sustanciales en los parámetros que, a priori, van a influir en mayor manera a su comportamiento acústico: el volumen del recinto, la forma de la planta y el tipo de cubierta. El proceso de creación de los modelos acústicos digitales de las iglesias se ha dividido en dos fases: en la primera se han creado modelos de los edificios en su estado actual, que se han validado a partir de los datos obtenidos en mediciones acústicas realizadas in situ; a partir de los modelos validados de las iglesias en su estado actual, en la segunda fase se han generado los modelos acústicos digitales correspondientes al estado primitivo de las mismas, modificando los modelos anteriores de acuerdo con las hipótesis de reconstrucción propuestas en las investigaciones arqueológicas más recientes. Se han realizado grabaciones en cámara anecoica de una serie de piezas del repertorio original del canto mozárabe. Las grabaciones se han llevado a cabo con un array esférico compuesto por 32 micrófonos, con objeto de obtener información sobre la directividad de la emisión sonora de los cantantes, que se aplicará en las auralizaciones. Finalmente, se han realizado diversas auralizaciones, teniendo en cuenta diferentes configuraciones litúrgicas que eran usuales en este rito. ABSTRACT One of the most interesting applications of the Acoustic Virtual Reality technologies is the possibility to recover the cultural heritage of the sound of the historical sites that have been lost or whose characteristics have been modified through time. In this work, Acoustic Virtual Reality technologies are used to try to reconstruct virtually the sound produced in the liturgical activities of the Hispanic Rite. This is the name given to the liturgy celebrated by Christians of the Iberian Peninsula prior to the introduction of the Roman cult in the mid-eleventh century. The Hispanic Rite (also known as Visigothic or Mozarabic rite) is one of the most interesting cultural manifestations of the Middle Ages. It is a lost cultural heritage, both from the point of view of the sound signals that were used since the majority of the melodies that conformed the rite have been lost, and from the point of view of the spaces in which this liturgy was celebrated, because the churches preserved from that era have changed over the centuries altering its acoustic conditions respect to which they were in the period in which this liturgy was in effect. To carry out this project, acoustic models of a representative group of the pre-Romanesque churches in the Iberian Peninsula have been made in his primitive state. To select the sample of buildings to study, efforts have been made to ensure that the selected churches were representative of the range of expected acoustic behaviors in this type of buildings. Five churches have been selected, showing differences in the parameters that have the greatest influence on their acoustic behavior: the enclosure volume, the shape of the floor plan and the type of roof. The process of creating digital acoustic models of the churches has been divided into two phases. In the first phase acoustic models of the churches in its current state have been created. These models have been validated with the data obtained from in situ acoustic measurements. From the validated models of churches in its current state, in the second phase, changes in the acoustic models have been performed in order to represent the primitive state of the churches, according to the historical reconstruction hypothesis that have been proposed in the most recent archaeological investigations. Anechoic recordings of a series of pieces of the original Mozarabic Chant repertoire have been recorded. The recordings were made with a spherical array composed of 32 microphones, in order to obtain information on the directivity of the sound emission of the singers. These directivity data will be used to simulate the directional radiation of the sound sources in the auralizations. Finally, auralizations were produced corresponding to different liturgical configurations which were common in this rite.

Virtual restoration of the sound of the Hispanic Rite

The virtual acoustic reality techniques are powerful tools for the recovery of acoustical heritage of historic buildings. Through the acoustic modeling and auralization techniques it´s possible to reconstruct the sound of disappeared buildings or the ones with significant modifications over the years, knowing the original geometry and the acoustic characteristics of their surfaces. This paper shows the results of a research project whose goal is the virtual recovery of the sound of the Hispanic Rite, the rite celebrated by Christians of the Iberian Peninsula before the imposition of the Roman Rite in the mid-eleventh century. For this purpose, acoustic models of a series of Pre-Romanesque churches were made. These acoustic models represent the churches in their original state, following the reconstruction hypothesis proposed by leading researchers in medieval liturgical archeology. Multichannel anechoic recordings of several pieces of the music of the Hispanic Rite have been carried out using a spherical array composed of 31 microphones. Finally, static and dynamic auralizations have been developed, involving the different liturgical configurations which were usual in this rite.

Visual attention and perception models for assessing quality in 2D and 3D stereoscopic video

La medida de calidad de vídeo sigue siendo necesaria para definir los criterios que caracterizan una señal que cumpla los requisitos de visionado impuestos por el usuario. Las nuevas tecnologías, como el vídeo 3D estereoscópico o formatos más allá de la alta definición, imponen nuevos criterios que deben ser analizadas para obtener la mayor satisfacción posible del usuario. Entre los problemas detectados durante el desarrollo de esta tesis doctoral se han determinado fenómenos que afectan a distintas fases de la cadena de producción audiovisual y tipo de contenido variado. En primer lugar, el proceso de generación de contenidos debe encontrarse controlado mediante parámetros que eviten que se produzca el disconfort visual y, consecuentemente, fatiga visual, especialmente en lo relativo a contenidos de 3D estereoscópico, tanto de animación como de acción real. Por otro lado, la medida de calidad relativa a la fase de compresión de vídeo emplea métricas que en ocasiones no se encuentran adaptadas a la percepción del usuario. El empleo de modelos psicovisuales y diagramas de atención visual permitirían ponderar las áreas de la imagen de manera que se preste mayor importancia a los píxeles que el usuario enfocará con mayor probabilidad. Estos dos bloques se relacionan a través de la definición del término saliencia. Saliencia es la capacidad del sistema visual para caracterizar una imagen visualizada ponderando las áreas que más atractivas resultan al ojo humano. La saliencia en generación de contenidos estereoscópicos se refiere principalmente a la profundidad simulada mediante la ilusión óptica, medida en términos de distancia del objeto virtual al ojo humano. Sin embargo, en vídeo bidimensional, la saliencia no se basa en la profundidad, sino en otros elementos adicionales, como el movimiento, el nivel de detalle, la posición de los píxeles o la aparición de caras, que serán los factores básicos que compondrán el modelo de atención visual desarrollado. Con el objetivo de detectar las características de una secuencia de vídeo estereoscópico que, con mayor probabilidad, pueden generar disconfort visual, se consultó la extensa literatura relativa a este tema y se realizaron unas pruebas subjetivas preliminares con usuarios. De esta forma, se llegó a la conclusión de que se producía disconfort en los casos en que se producía un cambio abrupto en la distribución de profundidades simuladas de la imagen, aparte de otras degradaciones como la denominada “violación de ventana”. A través de nuevas pruebas subjetivas centradas en analizar estos efectos con diferentes distribuciones de profundidades, se trataron de concretar los parámetros que definían esta imagen. Los resultados de las pruebas demuestran que los cambios abruptos en imágenes se producen en entornos con movimientos y disparidades negativas elevadas que producen interferencias en los procesos de acomodación y vergencia del ojo humano, así como una necesidad en el aumento de los tiempos de enfoque del cristalino. En la mejora de las métricas de calidad a través de modelos que se adaptan al sistema visual humano, se realizaron también pruebas subjetivas que ayudaron a determinar la importancia de cada uno de los factores a la hora de enmascarar una determinada degradación. Los resultados demuestran una ligera mejora en los resultados obtenidos al aplicar máscaras de ponderación y atención visual, los cuales aproximan los parámetros de calidad objetiva a la respuesta del ojo humano. ABSTRACT Video quality assessment is still a necessary tool for defining the criteria to characterize a signal with the viewing requirements imposed by the final user. New technologies, such as 3D stereoscopic video and formats of HD and beyond HD oblige to develop new analysis of video features for obtaining the highest user’s satisfaction. Among the problems detected during the process of this doctoral thesis, it has been determined that some phenomena affect to different phases in the audiovisual production chain, apart from the type of content. On first instance, the generation of contents process should be enough controlled through parameters that avoid the occurrence of visual discomfort in observer’s eye, and consequently, visual fatigue. It is especially necessary controlling sequences of stereoscopic 3D, with both animation and live-action contents. On the other hand, video quality assessment, related to compression processes, should be improved because some objective metrics are adapted to user’s perception. The use of psychovisual models and visual attention diagrams allow the weighting of image regions of interest, giving more importance to the areas which the user will focus most probably. These two work fields are related together through the definition of the term saliency. Saliency is the capacity of human visual system for characterizing an image, highlighting the areas which result more attractive to the human eye. Saliency in generation of 3DTV contents refers mainly to the simulated depth of the optic illusion, i.e. the distance from the virtual object to the human eye. On the other hand, saliency is not based on virtual depth, but on other features, such as motion, level of detail, position of pixels in the frame or face detection, which are the basic features that are part of the developed visual attention model, as demonstrated with tests. Extensive literature involving visual comfort assessment was looked up, and the development of new preliminary subjective assessment with users was performed, in order to detect the features that increase the probability of discomfort to occur. With this methodology, the conclusions drawn confirmed that one common source of visual discomfort was when an abrupt change of disparity happened in video transitions, apart from other degradations, such as window violation. New quality assessment was performed to quantify the distribution of disparities over different sequences. The results confirmed that abrupt changes in negative parallax environment produce accommodation-vergence mismatches derived from the increasing time for human crystalline to focus the virtual objects. On the other side, for developing metrics that adapt to human visual system, additional subjective tests were developed to determine the importance of each factor, which masks a concrete distortion. Results demonstrated slight improvement after applying visual attention to objective metrics. This process of weighing pixels approximates the quality results to human eye’s response.

Garantía de calidad en Educación Virtual No Formal para Pueblos Indígenas

Este trabajo de investigación presenta un modelo de garantía de calidad en educación Alternativa en modalidad virtual para Pueblos Indígenas del departamento de La Paz, Bolivia. Se plantea el modelo teórico constituido por componentes que emergen de la problemática enunciada, complementado con un análisis comparativo de modelos de calidad en educación virtual y la selección de variables e indicadores. Se da también una descripción del modelo causal explicativo inicial, todo esto utilizando elementos adecuados a las características de Pueblos indígenas del Dpto. de La Paz. Más adelante, se detalla la experiencia de capacitación en TIC’s a dos poblaciones indígenas aplicando el modelo planteado, lo que ha permitido hacer una validación empírica de este. Asimismo, se da a conocer los resultados que arrojaron las encuestas de calidad provenientes de la aplicación del modelo y el llenado correspondiente de las mismas. A partir de estos datos se ha realizado los análisis estadísticos pertinentes para una validación formal del modelo, estructurando una base de datos con la que se logra validar el modelo a través del análisis confirmatorio que conduce a verificar el ajuste de los datos muestrales con el modelo propuesto. ABSTRACT This research presents a model of quality assurance in Alternative education in virtual mode for indigenous communities in the department of La Paz, Bolivia. The theoretical model consisting of components that emerge from the problem expressed, supplemented by a comparative analysis of quality models in virtual education and the selection of variables and indicators arise. It also gives a description of the initial causal explanatory model, all using suited to the characteristics of indigenous communities in the Department of La Paz. Later, the experience of ICT training in two indigenous peoples applying the detailed proposed model, which has allowed for an empirical validation of this. It also discloses the results yielded quality surveys from the application of the model and the corresponding filling them. From these data it was performed statistical analysis relevant to a formal model validation, structuring a database with that achieved validate the model through confirmatory analysis leading to check the setting of the sample data with the model proposed.