Estudia

• Acquire a good knowledge on medical image analysis: image modalities, basic algorithms, programming methodologies at both theoretical and practical levels.
• CE1 - Understand, develop and implement different medical image analysis algorithms on the topics of image denosing, image segmentation and image registration in both 2D and 3D.
• CE2 - Be able to quantitatively evaluate algorithms providing clinically and medically relevant measures such as specificity, sensibility or ROC curve analysis.
• CE3 - Obtain a good knowledge of existing software and libraries for the development of medical image analysis software (ITK, Matlab, MevisLab).

1. Medical Image Analysis

          1.1. Introduction

          1.2. Image Formats and description

          1.3. Image Modalities

          1.4. CAD / CARS

          1.5. Evaluating your algorithm

2. Image Pre-processing

3. Image segmentation

          3.1. Active contour methods

          3.2. Shape modelling

          3.3. Applications

4. Image registration

          4.1. Overview

          4.2. Rigid and non-rigid registration

          4.3. Atlas based image segmentation

          4.4. Applications

• Suri, Jasjit S. Setarehdan, S. Kamaledin Singh, Sameer (2002 ). Advanced algorithmic approaches to medical image segmentation : state-of-the-art applications in cardiology, neurology, mammography and pathology . London [etc.]: Springer. Catàleg
• Hajnal, Joseph Hawkes, D. J. Hill, Derek (cop. 2001 ). Medical image registration . Boca Raton [etc.]: CRC Press. Catàleg
• Medical image computing and computer-assisted intervention ([1998?]- ). Berlin, [etc.]: Springer. Recuperat 08-02-2012, a http://www.springerlink.com/content/978-3-642-15710-3 Catàleg
• Medical image analysis (1996- ). New York, NY: Elsevier Science Pub. Co.. Recuperat 08-02-2012, a http://www.sciencedirect.com/science/journal/13618415 Catàleg
• Hanson, Kenneth M. (cop. 2000 ). Image processing : Medical Imaging 2000, 14-17 February 2000, San Diego, USA . Bellingham: SPIE The International Society for Optical Engineering. Catàleg
• Bankman, Isaac N. (cop. 2000 ). Handbook of medical imaging : processing and analysis . San Diego [etc.]: Academic Press. Catàleg
• Information processing in medical imaging (2001 ). Berlin, [etc.]: Springer. Recuperat 08-02-2012, a http://www.springerlink.com/content/978-3-642-02497-9 Catàleg
• IEEE transactions on medical imaging (1988- ). Los Alamitos, CA: IEEE Computer Society. Recuperat 08-02-2012, a http://ieeexplore.ieee.org/servlet/opac?punumber=42 Catàleg
• Yoo, Terry S. (cop. 2004 ). Insight into images : principles and practice for segmentation, registration, and image analysis . Wellesley: A K Peters. Catàleg
• Modersitzki, Jan (2004 ). Numerical methods for image registration . New York: Oxford University Press. Catàleg

Activitats d'avaluació:

The final mark will be a weighted sum of labs (30%), final project (40%) and exam (30%).

Requisits mínims per aprovar:
Per considerar superada l’assignatura, caldrà obtenir una qualificació mínima de 5.0