Courses:

Biomedical Signal and Image Processing >> Content Detail



Lecture Notes



Lecture Notes

Amazon logo When you click the Amazon logo to the left of any citation and purchase the book (or other media) from Amazon.com, MIT OpenCourseWare will receive up to 10% of this purchase and any other purchases you make during that visit. This will not increase the cost of your purchase. Links provided are to the US Amazon site, but you can also support OCW through Amazon sites in other regions. Learn more.

Some of the lecture notes are chapters derived from 1999-2001 course notes written by Dr. Bertrand Delgutte. Chapter 9 was also originally co-authored by Paul Albrecht. These chapters are presented courtesy of the authors and used with permission.

Key to instructors:
JG = Dr. Julie Greenberg
JF = Dr. John Fisher
SW = Dr. William Wells
GC = Dr. Gari Clifford


LEC #TOPICSINSTRUCTORSLECTURE NOTES
1Data acquisitionJG

Introduction to Biomedical Signal and Image Processing (PDF)

Chapter 1: data acquisition (PDF)

2Digital filteringJGChapter 2: digital filters (PDF)
3ECGGuest: Andrew Reisner, MD

Slides: Introduction to Clinical Electrocardiography (PDF - 1.3 MB) (Courtesy of Andrew Reisner, MD. Used with permission.)



Reading


Amazon logo Reisner, A. T., G. Clifford, and R. Mark. "The Physiological Basis of the Electrocardiogram." Chapter 1 in Advanced Methods and Tools for ECG Data Analysis. Edited by Clifford, G., F. Azuaje, and P. McSharry. Norwood, MA: Artech House, 2006. ISBN: 9781580539661. (PDF)

4DTFTJGChapter 3: Fourier representation of signals and systems (PDF)
5DFTJGChapter 4: the discrete Fourier transform (PDF)
6Sampling revisitedJG

Chapter 5: sampling in time and frequency (PDF)



Background Reading


Chapter 6: Z-transforms (PDF) (not covered in class, but distributed for completeness)

7Speech signalsJG

Amazon logo Quatieri, T. F. "Production and Classification of Speech Sounds." Chapter 3 in Discrete-Time Speech Signal Processing: Principles and Practice. Upper Saddle River, NJ: Prentice-Hall, 2001. ISBN: 9780132429429.

Chapter 7: the short-time Fourier transform (PDF)

8Speech codingJG

Chapter 7: the short-time Fourier transform (cont. from prior session)

Chapter 8: linear prediction (PDF)

9Image processing IJGChapter 9: image processing (PDF)
10PDFsJF

Slides for Lec #10 and #11: decision systems (PDF)

Probability primer (PDF), Venn diagrams (PDF)

11ClassificationJFSlides continued from prior session
12Image processing IISWImage processing 2 (PDF)
13Estimating PDFsJFDecision systems 2 - density estimation (PDF)
14SegmentationSWIntroduction to medical image segmentation (PDF - 1.0 MB)
15Image registration IGuest: Lilla ZölleiSlides (PDF - 1.3 MB) (Courtesy of Lilla Zöllei. Used with permission.)
16Image registration IIGuest: Lilla ZölleiSlides (PDF - 2.5 MB) (Courtesy of Lilla Zöllei. Used with permission.)
17Imaging modalitiesSWMedical image modalities (PDF - 1.6 MB)
18Random signals IJF

Slides for Lec #18 and #19: random signal processing (PDF - 1.5 MB)



Reading


Chapter 11: random signals – basic properties (PDF)

19Random signals IIJF

Slides continued from prior session



Reading


Chapter 12: random signals and linear systems (PDF)

20Blind source separationGC

Lecture slides (PDF - 1.8 MB)



Reading


Chapter 15: blind source separation (PDF - 1.3 MB)

21MRIGuest: R. V. Mulkern, PhD Department of Radiology, Children's Hospital Boston
22Surgical applications
23Random signals III
24End of term wrap-upJG

 








© 2017 Coursepedia.com, by Higher Ed Media LLC. All Rights Reserved.