dcs339-01
DESCRIPTION
image processing pptTRANSCRIPT
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1C++ for Image Processing
Pengwei [email protected]
Lecture 1, DCS339 / AMCM053Department of Computer Science
Queen Mary, University of London
Teaching
Lectures: (Thurs, 10-12am, Geog 2.26)Pengwei Hao ([email protected])
Labs: (Mondays, 12noon-2pm, ITL)Yixian Liu ([email protected] )Eduardo Peixoto
([email protected])Haibo Mei([email protected]).
Lab Sessions and Courseworks
Labs are compulsory.Week 2-4: labs for C++ programmingWeek 5-9: labs for image processingWeek 10-11: coursework completionThe deadline to complete the coursework is
the end of Week 11.Week 12: courseworks assessment
(assessed during the last lab sessions.
Prerequisites
Mathematical background: calculus,complex arithmetic, statistics, linearalgebra
Basic understanding of signalprocessing: function, signal andspectrum
Programming experience
Text Book C++C++: The Complete
Reference, (4thEdition), by HerbertSchildt, 1056 pages,McGraw-Hill OsborneMedia, 2002, ISBN:0072226803
Text Book Image ProcessingDigital Image Processing
(2nd Edition), by RafaelC. Gonzalez, and RichardE. Woods, 793 pages,Prentice Hall, 2002,ISBN: 0201180758.
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2Reference Books Digital Image Processing using MATLAB, by Rafael C.
Gonzalez, and Richard E. Woods, 793 pages, Prentice Hall,2002, ISBN: 0201180758.
Image Processing: The Fundamentals, by M. Petrou and P.Bosdogianni, 354 pages, John Wiley & Sons, 1999, ISBN:0471998834
Algorithms for Image Processing and Computer Vision, byJ. R. Parker, 432 pages (with CD-ROM), John Wiley & Sons,1996, ISBN: 0471140562.
Computer Vision and Image Processing, by Tim Morris,320 pages, Palgrave Macmillan, 2003, ISBN: 0333994515
Reference Journals IEEE Trans. Image Processing IEEE Trans. Signal Processing IEEE Trans. Medical Imaging Computer Vision and Image Understanding
(CVIU) Graphical Modeling and Image Processing Computer Vision, Graphics and Image
Processing (CVGIP)
Reference Proceedings International Conference on Image Processing
(ICIP) IEEE International Conference on Computer
Vision (ICCV) IEEE Computer Society Conference on
Computer Vision and Pattern Recognition(CVPR)
Websites The course:
http://www.dcs.qmul.ac.uk/~phao/CIP/ Image processing:
http://www.imageprocessingbook.com C++ language tutorial:
http://www.cplusplus.com/doc/tutorial/index.html C++ library reference:
http://www.cplusplus.com/ref/
Assessment
Coursework 20%Assessed during the last lab session
Examination (2h30m) 80%
History of C++ C : developed by Dennis Ritchie at Bell Labs
for UNIX on a PDP-11 computer, 1969-1973 C++ : written by Bjarne Sroustrup at Bell
Labs, 1983-1985 C++ is an extension of C Added features to C, with Classes C++ improves the quality of code and makes
reusable code easier to write
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3Image Processing Image Processing : Process images by means
of digital computers Image : photograph/picture scanned/produced Digital image : An electronic photograph
made up of a set of picture elements, "pixels" Each pixel is at a spatial position, has a tonal
value (intensity, gray level) representeddigitally in binary code (zeros and ones).
First Digital Image Used in newspaper industry Sent between London and New York Bartlane cable picture transmission system
was introduced in 1920. a week => 3 hours Reproduced on a telegraph printer with
typefaces to simulate a halftone pattern
Photographic Reproduction Better tonal quality (5 gray levels) Higher resolution
Photographic Reproduction Better tonal quality (15 gray levels) Higher resolution
Computers Involved in Creation From early 1960s US space missions
Medical Imaging From late 1960s and early 1970s Computerized tomography (CT) Using X-rays
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4Gamma-Ray Imaging Bone scan Positron
emissiontomography(PET)
Cygnus Loop Gamma
radiation from areactor valve
X-Ray Imaging Chest X-ray Aortic angiogram Head CT Circuit boards Cygnus Loop
Ultraviolet Band Imaging Normal corn Smut corn Cygnus Loop
Light Microscopy Images Anticancer agent, 250X Cholesterol, 40X Microprocessor, 60X Nickel oxide thin film,
600X Audio CD surface, 1750X Organic superconductor,
450X
Landsat Satellite Image7 Bands: 1. Visible blue, 2. visible green, 3.
visible red, 4. near infrared, 5. middle infrared,6. thermal infrared, 7. middle infrared
Multispectral Image- Hyperspectral image- 80 bands (highly correlated)- 512x346- Road, water, rice paddy
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5Manufactural Images Circuit board
controller Packaged pills Bottles Bubbles in product Cereal Intraocular implant
Images in Visual Spectrum Fingerprint Paper money Automated
license numberreading
Spaceborne Radar images Radio Band Imaging (MRI)Magnetic Resonance Imaging
Electromagnetic Spectrum
Crab Pulsar
Ultrasound Imaging
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6Scanning Electron Microscope
Hair with dandruff
Computer Generated Images
Image Processing System Digital Image Processing
What You Will Learn Level (brightness) operations Algebraic and logical operations Geometric transformations Filtering (both spatial and frequency-based) Sampling Restoration/Reconstruction Compression
Applications Multimedia (just look at the web)
Image Editing and Manipulation (Photoshop)
Medical Imaging (CT, MRI)
Compression (PNG, JPEG)
Document Processing (OCR)
Image Libraries (restoration/cleanup, storage, retrieval)
Many More
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7Relation to Other Fields
Image Model
Image Processing
Computer Vision
Computer Graphics
Image Processing: Transform an image into anotherimage, often to make the image better to give information
Computer Vision: Find the model of an image Computer Graphics: Create an image of a model