Methods In Medical Image Analysis - Spring 2017
BioE 2630 (Pitt)
:
16-725 (CMU RI)
:
18-791 (CMU ECE)
:
42-735 (CMU BME)
Instructor
John Galeotti
galeotti+miia ATcs.cmu.edu
Textbooks
Required
Machine Vision
, Wesley E. Snyder & Hairong Qi
ISBN 978-0-521-16981-3 (paperback) or 978-0-521-83046-1 (hardback)
Amazon
Barnes & Noble
Cambridge
Also ordered by CMU's bookstore
Officially Recommended
Insight into Images: Principles and Practice for Segmentation, Registration and Image Analysis
, Terry S. Yoo (Editor)
Amazon
Barnes & Noble
Should also be ordered by CMU's bookstore
Useful if you want to build your bookshelf
Variational Methods in Image Processing
, Luminita A. Vese, Carole Le Guyader, 2015
Multi Modality State-of-the-Art Medical Image Segmentation and Registration Methodologies: Volumes
One
and
Two
, Ayman S. El-Baz, et. al. (Editors), 2011
Computer Vision: Algorithms and Applications
, Richard Szeliski, 2011 (free
pre-press pdf
, pages don't match)
Handbook of Medical Imaging: Processing and Analysis
, Isaac Bankman (Editor)
Computer Vision
, Linda Shapiro
Algorithms for Image Processing and Computer Vision
, J. R. Parker
Machine Vision: Theory, Algorithms, Practicalities
, E. R. Davies
Online References
SimpleITK site:
www.simpleitk.org
SimpleITK Tutorial Notebooks
Insight Toolkit Web site:
www.itk.org
ITK Software Guide (.pdf)
Doxygen Documentation
(currently for ITK 4.5.0)
ITK
Tutorials
C/C++ Reference
Statistical Data Mining Tutorials
An excellent resource for statistics, pattern recognition, machine learning, etc.
University of Pittsburgh's
Center for Biologic Imaging
(images, downloads, etc.)
Printed References
ITK Software Guide; The Insight Segmentation and Registration Toolkit
, by Luis Ibanez and Will Schroeder
Insight into Images: Principles and Practice for Segmentation, Registration, and Image Analysis
, by Terry Yoo.
C++ How to Program
(4th Edition), by Harvey M. Deitel and Paul J. Deitel
Using the STL; The C++ Standard Template Library
(2nd Edition), by Robert Robson.
Design Patterns; Elements of Reusable Object-Oriented Software
, by Erich Gamma, et al.
Teach Yourself C++ in 21 Days
(4th edition), by Jesse Liberty
The OpenGL Superbible
(2nd edition), by Wright and Sweet - not really needed for this class but may be useful for your project.
Other Local Courses in Biomedical Imaging, Processing, and Analysis
Biomedical Imaging: Pitt BIOENG 1330/
2330
Introduction to Biophotonics: CMU BME 42-698P
Introduction to Biomedical Imaging and Image Analysis: CMU BME 42-431 / ECE 18-496
Computational Methods in Biomedical Engineering: CMU BME 42-663
Local Courses in C++
BIOE 2351 - Computer applications in bioengineering (University of Pittsburgh)
/
Course Website
/
Syllabus
Sister Courses
Martial Herbert's CMU Advanced Perception Class, Spring 2004
Computational Techniques for Graphics and Viusalization (Ohio State)
Stephen Aylward's CADDLab Tutorials at UNC Chapel Hill
Chuck Stewart and Luis Ibanez's course in ITK at Rensselaer
Data
Brainweb brand synthetic MRI
data