Automatic classification of breast density

A recent trend in digital mammography is computer-aided diagnosis systems, which are computerised tools designed to assist radiologists. Most of these systems are used for the automatic detection of abnormalities. However, recent studies have shown that their sensitivity is significantly decreased as the density of the breast increases. This dependence is method specific. In this paper we propose a new approach to the classification of mammographic images according to their breast parenchymal density. Our classification uses information extracted from segmentation results and is based on the underlying breast tissue texture. Classification performance was based on a large set of digitised mammograms. Evaluation involves different classifiers and uses a leave-one-out methodology. Results demonstrate the feasibility of estimating breast density using image processing and analysis techniques

Patrimoni Digital de Catalunya, a year and a half experience

E-repositories are part of the e-science, and they are based on the e-infrastructure. The Centre de Supercomputació de Catalunya (CESCA) together with the Consorci de Biblioteques Universitàries de Catalunya (CBUC) started in 1999 a cooperative repository, named TDR, to file, in digital format, the full-text of the read thesis at the universities of our country in order to spread them worldwide in open access, while at the same time, preserving the intellectual copyright of the authors. Since then, four additional cooperative repositories have been created: RECERCAT for research papers; RACO for scientific, cultural and erudite Catalan magazines; MDC for Catalan digital collections of pictures, maps, posters and old magazines; and PADICAT for archiving Catalan digital web content; The main objective of the latter is to archive Catalan web sites. That is, PADICAT collects, processes and provides permanent access to the entire cultural, scientific and general output of Catalonia in digital format. The repository manager is the Biblioteca de Catalunya, as the institution responsible for compiling, processing and distributing the bibliographic heritage of Catalonia, while CESCA is the technology partner. On September 11th, 2006 the repository went into operation for the general public, with some thirty websites archived. After one year and a half, it has 2.720 captures of more than 1.000 websites. This includes 34 million files (HTML, images...) and two terabytes of data. The objective of this paper is to present PADICAT and our experience developing and managing it.We describe the repository briefly, we explain the technology used to implement it and we comment our experiences during its first year and a half.

Testing low-altitude infrared digital photography from a mini-UAV to retrieve information for biological conservation

Satellite remote sensing imagery is used for forestry, conservation and environmental applications, but insufficient spatial resolution, and, in particular, unavailability of images at the precise timing required for a given application, often prevent achieving a fully operational stage. Airborne remote sensing has the advantage of custom-tuned sensors, resolution and timing, but its price prevents using it as a routine technique for the mentioned fields. Some Unmanned Aerial Vehicles might provide a “third way” solution as low-cost techniques for acquiring remotely sensed information, under close control of the end-user, albeit at the expense of lower quality instrumentation and instability. This report evaluates a light remote sensing system based on a remotely-controlled mini-UAV (ATMOS-3) equipped with a color infra-red camera (VEGCAM-1) designed and operated by CATUAV. We conducted a testing mission over a Mediterranean landscape dominated by an evergreen woodland of Aleppo pine (Pinus halepensis) and (Holm) oak (Quercus ilex) in the Montseny National Park (Catalonia, NE Spain). We took advantage of state-of-the-art ortho-rectified digital aerial imagery (acquired by the Institut Cartogràfic de Catalunya over the area during the previous year) and used it as quality reference. In particular, we paid attention to: 1) Operationality of flight and image acquisition according to a previously defined plan; 2) Radiometric and geometric quality of the images; and 3) Operational use of the images in the context of applications. We conclude that the system has achieved an operational stage regarding flight activities, although with meteorological limits set by wind speed and turbulence. Appropriate landing areas can be sometimes limiting also, but the system is able to land on small and relatively rough terrains such as patches of grassland or short matorral, and we have operated the UAV as far as 7 km from the control unit. Radiometric quality is sufficient for interactive analysis, but probably insufficient for automated processing. A forthcoming camera is supposed to greatly improve radiometric quality and consistency. Conventional GPS positioning through time synchronization provides coarse orientation of the images, with no roll information.

Digital beamforming and moving target indication for future spaceborne synthetic aperture radar

During the last decade the interest on space-borne Synthetic Aperture Radars (SAR) for remote sensing applications has grown as testified by the number of recent and forthcoming missions as TerraSAR-X, RADARSAT-2, COSMO-kyMed, TanDEM-X and the Spanish SEOSAR/PAZ. In this sense, this thesis proposes to study and analyze the performance of the state-of-the-Art space-borne SAR systems, with modes able to provide Moving Target Indication capabilities (MTI), i.e. moving object detection and estimation. The research will focus on the MTI processing techniques as well as the architecture and/ or configuration of the SAR instrument, setting the limitations of the current systems with MTI capabilities, and proposing efficient solutions for the future missions. Two European projects, to which the Universitat Politècnica de Catalunya provides support, are an excellent framework for the research activities suggested in this thesis. NEWA project proposes a potential European space-borne radar system with MTI capabilities in order to fulfill the upcoming European security policies. This thesis will critically review the state-of-the-Art MTI processing techniques as well as the readiness and maturity level of the developed capabilities. For each one of the techniques a performance analysis will be carried out based on the available technologies, deriving a roadmap and identifying the different technological gaps. In line with this study a simulator tool will be developed in order to validate and evaluate different MTI techniques in the basis of a flexible space-borne radar configuration. The calibration of a SAR system is mandatory for the accurate formation of the SAR images and turns to be critical in the advanced operation modes as MTI. In this sense, the SEOSAR/PAZ project proposes the study and estimation of the radiometric budget. This thesis will also focus on an exhaustive analysis of the radiometric budget considering the current calibration concepts and their possible limitations. In the framework of this project a key point will be the study of the Dual Receive Antenna (DRA) mode, which provides MTI capabilities to the mission. An additional aspect under study is the applicability of the Digital Beamforming on multichannel and/or multistatic radar platforms, which conform potential solutions for the NEWA project with the aim to fully exploit its capability jointly with MTI techniques.

Feature Extraction from Whole-Sky Ground-Based Images for Cloud-Type Recognition

Several features that can be extracted from digital images of the sky and that can be useful for cloud-type classification of such images are presented. Some features are statistical measurements of image texture, some are based on the Fourier transform of the image and, finally, others are computed from the image where cloudy pixels are distinguished from clear-sky pixels. The use of the most suitable features in an automatic classification algorithm is also shown and discussed. Both the features and the classifier are developed over images taken by two different camera devices, namely, a total sky imager (TSI) and a whole sky imager (WSC), which are placed in two different areas of the world (Toowoomba, Australia; and Girona, Spain, respectively). The performance of the classifier is assessed by comparing its image classification with an a priori classification carried out by visual inspection of more than 200 images from each camera. The index of agreement is 76% when five different sky conditions are considered: clear, low cumuliform clouds, stratiform clouds (overcast), cirriform clouds, and mottled clouds (altocumulus, cirrocumulus). Discussion on the future directions of this research is also presented, regarding both the use of other features and the use of other classification techniques

A Motion compensated filtering approach to remove sunlight flicker in shallow water images

A common problem in video surveys in very shallow waters is the presence of strong light fluctuations, due to sun light refraction. Refracted sunlight casts fast moving patterns, which can significantly degrade the quality of the acquired data. Motivated by the growing need to improve the quality of shallow water imagery, we propose a method to remove sunlight patterns in video sequences. The method exploits the fact that video sequences allow several observations of the same area of the sea floor, over time. It is based on computing the image difference between a given reference frame and the temporal median of a registered set of neighboring images. A key observation is that this difference will have two components with separable spectral content. One is related to the illumination field (lower spatial frequencies) and the other to the registration error (higher frequencies). The illumination field, recovered by lowpass filtering, is used to correct the reference image. In addition to removing the sunflickering patterns, an important advantage of the approach is the ability to preserve the sharpness in corrected image, even in the presence of registration inaccuracies. The effectiveness of the method is illustrated in image sets acquired under strong camera motion containing non-rigid benthic structures. The results testify the good performance and generality of the approach

Retrieving Cloud Characteristics from Ground-Based Daytime Color All-Sky Images

A discussion is presented of daytime sky imaging and techniques that may be applied to the analysis of full-color sky images to infer cloud macrophysical properties. Descriptions of two different types of skyimaging systems developed by the authors are presented, one of which has been developed into a commercially available instrument. Retrievals of fractional sky cover from automated processing methods are compared to human retrievals, both from direct observations and visual analyses of sky images. Although some uncertainty exists in fractional sky cover retrievals from sky images, this uncertainty is no greater than that attached to human observations for the commercially available sky-imager retrievals. Thus, the application of automatic digital image processing techniques on sky images is a useful method to complement, or even replace, traditional human observations of sky cover and, potentially, cloud type. Additionally, the possibilities for inferring other cloud parameters such as cloud brokenness and solar obstruction further enhance the usefulness of sky imagers

Linear and nonlinear terrain deformation maps from a reduced set of interferometric SAR images

In this paper, an advanced technique for the generation of deformation maps using synthetic aperture radar (SAR) data is presented. The algorithm estimates the linear and nonlinear components of the displacement, the error of the digital elevation model (DEM) used to cancel the topographic terms, and the atmospheric artifacts from a reduced set of low spatial resolution interferograms. The pixel candidates are selected from those presenting a good coherence level in the whole set of interferograms and the resulting nonuniform mesh tessellated with the Delauney triangulation to establish connections among them. The linear component of movement and DEM error are estimated adjusting a linear model to the data only on the connections. Later on, this information, once unwrapped to retrieve the absolute values, is used to calculate the nonlinear component of movement and atmospheric artifacts with alternate filtering techniques in both the temporal and spatial domains. The method presents high flexibility with respect to the required number of images and the baselines length. However, better results are obtained with large datasets of short baseline interferograms. The technique has been tested with European Remote Sensing SAR data from an area of Catalonia (Spain) and validated with on-field precise leveling measurements.

Microcalcification evaluation in computer assisted diagnosis for digital mammography

In order to develop applications for z;isual interpretation of medical images, the early detection and evaluation of microcalcifications in digital mammograms is verg important since their presence is oftenassociated with a high incidence of breast cancers. Accurate classification into benign and malignant groups would help improve diagnostic sensitivity as well as reduce the number of unnecessa y biopsies. The challenge here is the selection of the useful features to distinguish benign from malignant micro calcifications. Our purpose in this work is to analyse a microcalcification evaluation method based on a set of shapebased features extracted from the digitised mammography. The segmentation of the microcalcificationsis performed using a fixed-tolerance region growing method to extract boundaries of calcifications with manually selected seed pixels. Taking into account that shapes and sizes of clustered microcalcificationshave been associated with a high risk of carcinoma based on digerent subjective measures, such as whether or not the calcifications are irregular, linear, vermiform, branched, rounded or ring like, our efforts were addressed to obtain a feature set related to the shape. The identification of the pammeters concerning the malignant character of the microcalcifications was performed on a set of 146 mammograms with their real diagnosis known in advance from biopsies. This allowed identifying the following shape-based parameters as the relevant ones: Number of clusters, Number of holes, Area, Feret elongation, Roughness, and Elongation. Further experiments on a set of 70 new mammogmms showed that the performance of the classification scheme is close to the mean performance of three expert radiologists, which allows to consider the proposed method for assisting the diagnosis and encourages to continue the investigation in the senseof adding new features not only related to the shape

A new approach to the classification of mammographic masses and normal breast tissue

A new approach to mammographic mass detection is presented in this paper. Although different algorithms have been proposed for such a task, most of them are application dependent. In contrast, our approach makes use of a kindred topic in computer vision adapted to our particular problem. In this sense, we translate the eigenfaces approach for face detection/classification problems to a mass detection. Two different databases were used to show the robustness of the approach. The first one consisted on a set of 160 regions of interest (RoIs) extracted from the MIAS database, being 40 of them with confirmed masses and the rest normal tissue. The second set of RoIs was extracted from the DDSM database, and contained 196 RoIs containing masses and 392 with normal, but suspicious regions. Initial results demonstrate the feasibility of using such approach with performances comparable to other algorithms, with the advantage of being a more general, simple and cost-effective approach

Distribució de revistes científiques en format digital

L'aparició de les revistes en format digital posa de nou de manifest la necessitat de disposar de bons mecanismes de distribució i accés a les mateixes. Això encara esdevé més rellevant en els actuals moments de concentració en grans grups empresarials de l'edició i la distribució de les revistes de l'anomenat àmbit científic, tècnic i mèdic (STM: “scientific, technical and medical”). Davant d'aquest fenomen, encara ho tenen més complicat les publicacions amb una circulació més restringida per raons de llengua o d'especialització. És el cas de moltes revistes publicades a Catalunya, editades i distribuïdes per canals diferents als del sistema STM comercial internacional. Davant d’aquesta problemàtica, el Consorci de Biblioteques Universitàries de Catalunya (CBUC) ha encarregat el present informe. Un dels objectius fonamentals del CBUC és facilitar l'accés dels usuaris a la informació especialitzada; dins d'aquesta es vol prestar un suport especial als continguts creats a Catalunya per tal de facilitar-ne la seva utilització i contribuir al seu desenvolupament futur. Dins l’actual moment de canvi provocat per la irrupció de l’edició digital, es corre el risc de que els continguts catalans no tinguin la suficient presència i utilització en aquest nou suport, cosa que suposaria un evident endarreriment. Per tal d’evitar-ho, el CBUC vol explorar les implicacions i les possibilitats de crear plataformes o portals per a la difusió de les revistes erudites catalanes, en el cas que no ho puguin fer pels canals comercials internacionals. A nivell operatiu aquest informe intenta respondre a les següents preguntes: Què és un portal de revistes científiques?, Quins elements s’han de preveure en la seva constitució?, Quines alternatives de servei hi ha?, Quines problemàtiques tècniques es plantegen? i Existeixen iniciatives o inquietuds semblants a les plantejades pel CBUC?

Diseño e impartición en un entorno digital de una asignatura de traducción especializada jurídica y económica

Aquest treball descriu el disseny i avaluació d’una assignatura de quart curs de traducció especialitzada de textos econòmics anglès-espanyol en la que van barrejar estudiants presencials amb assistència regular a classe i estudiants que seguien l’assignatura en format semipresencial. L’enfocament metodològic va ser el del constructivisme social. La plataforma educativa del campus virtual de la Universitat de Vic va servir com a base de la interacció del grup i de les activitats. Per a les traduccions es va utilitzar l’eina de traducció assistida Wordfast. El procediment d’avaluació de les traduccions va intentar afavorir l’autonomia dels estudiants. Es van assajar models d’avaluació en els que es va intentar que la comunitat d’aprenentatge assumís la responsabilitat de la valoració de les traduccions des de criteris professionals. L’assignatura es va impartir durant el primer quadrimestre del curs 2003-2004. Els resultats, que s’inclouen en aquest treball, s’analitzen a partir de les dades que proporcionen les eines següents: - Qüestionari previ als alumnes. - Qüestionari final als alumnes. - Fòrum de debat. - Diari del professor.

El Empresario digital como determinante del éxito de las empresas puramente digitales: un estudio empírico

El creciente desarrollo de las nuevas tecnologías de la información y telecomunicaciones ha afectado de manera ostensible empresas y mercados. La creciente aceptación de Internet y el descenso de los costes de acceso están provocando un aumento en el número de usuarios y compradores en la red. Ello provoca la aparición de nuevas organizaciones que comercializan productos y servicios exclusivamente a través de la red, sin ninguna presencia física. Actualmente, este tipo de empresas están adquiriendo gran protagonismo en el mundo de Internet, aunque la mayoría aun no hayan conseguido un éxito destacable y su contribución a la venta tanto mayorista como minorista no sea cuantitativamente significativa. A pesar de esta evidencia, parece no existir ningún marco para el estudio sobre cuáles son los factores que afectan al éxito de estas empresas. Este artículo pretende analizar sí el empresario (aspectos biográficos, motivaciones y habilidad directiva) puede constituir un factor de éxito para éstas. Este análisis se ha realizado a partir de un modelo desarrollado por los autores, basado en tres dimensiones (empresario, producto y adaptación al entorno) y aplicado sobre una muestra de 23 empresarios digitales.

Los repositorios como componentes esenciales de las bibliotecas. 3ª Jornada sobre la Biblioteca Digital Universitaria, Córdoba (Argentina), 27-28 de octubre del 2005

Los consorcios han sido una de las novedades más influyentes en la realidad bibliotecaria mundial de los últimos cinco años. Su expansión territorial y en actividades los ha convertido en un fenómeno que ha cambiado profundamente las formas tradicionales de definir los servicios bibliotecarios. El examen atento de las actividades que ha desarrollado el Consorcio de Bibliotecas Universitarias de Cataluña (CBUC) en el ámbito de las bibliotecas digitales es una muestra de las posibilidades de cooperación existentes en estos inicios del Siglo XXI. El CBUC inició sus actividades de contratación de contenidos digitales en el 1998. Los productos y servicios licenciados se agruparon bajo el nombre de Biblioteca Digital de Catalunya (BDC). La BDC contiene actualmente unas 6.800 revistas-e, 58 BBDD y 4.100 libros-e. De forma bastante paralela en el tiempo nacieron un servidor de sumarios electrónicos de revistas y un servidor de tesis doctorales a texto completo. La evolución de las necesidades de las bibliotecas ha comportado que hoy en el CBUC se tenga la visión de la BDC como un servicio formado de dos grandes partes: a) los productos exteriores sujetos a contratación y accesibles remotamente a través de servicios comerciales, y, b) servidores de aquellos objetos digitales generados en el ámbito del CBUC y que solo pueden ser puestos en la red por nosotros mismos. Para gestionar esta segunda parte de la BDC debemos constituir almacenes o repositorios digitales. Entre las diferentes posibilidades, el CBUC ha optado por crear repositorios institucionales colectivos de diferente tipo según los materiales que contienen. Hasta el momento se han creado tres repositorios: uno para tesis, uno para revistas y uno para literatura gris de investigación. Está previsto crear un cuarto repositorio para imágenes. La ponencia finaliza con los aprendizajes del CBUC en materia de repositorios. El principal es que la mayor dificultad para crearlos no son los elementos tecnológicos sino establecer mecanismos de relación con el profesorado y la universidad para que los diferentes documentos creados de forma electrónica pasen a formar parte de los repositorios institucionales correspondientes.

Memòria del plantejament del projecte PADICAT (Patrimoni Digital de Catalunya)

El projecte PADICAT té l'objectiu de dissenyar i produir un sistema que permeti a la Biblioteca de Catalunya compilar, processar i donar accés permanent a la producció digital catalana. En alguns països s'anomena "dipòsits digitals nacionals" a projectes similars, essent els més coneguts el gegant Internet Archive, l'australià Pandora o el suec Kulturarw3. D'acord amb la tendència generalitzada arreu de les biblioteques nacionals, el model de dipòsit que persegueix la Biblioteca de Catalunya és el sistema híbrid, consistent a: - Compilar massivament els recursos digitals publicats en obert a Internet - Impulsar el dipòsit sistemàtic de la producció web dels agents implicats a Catalunya - Promoure línies de recerca per mitjà de la integració dels recursos digitals de determinats esdeveniments de la vida pública catalana. L'any 2005 ha representat el període de planificació i proves del projecte que lidera la Biblioteca de Catalunya, que té previst sistematitzar el dipòsit digital de la producció web catalana en el període 2006-2008. La Memòria del plantejament del projecte PADICAT presenta el recull d'informes tècnics generats per la Biblioteca de Catalunya durant aquesta fase de planificació i proves. El projecte PADICAT compta amb la col·laboració del CESCA (Centre de Supercomputació de Catalunya) i el DURSI (Departament d'Universitats, Recerca i Societat de la Informació de la Generalitat de Catalunya).