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Digital Image Processing
Tania Stathaki Location: Room 812 Extension: 46229
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LOGISTICS OF THE COURSE
Duration 20 lectures Assessment 100% exam There isn't any coursework or homework
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IMAGE PROCESSING Textbook – R. C. Gonzalez, R. E. Woods, Digital Image Processing, Addison Wesley, 1993, ISBN
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DIGITAL IMAGE
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DIGITAL IMAGE
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FROM ANALOG TO DIGITAL store object observe digitize process
Digital storage (disk) object observe Imaging systems digitize Sample and quantize process Digital computer Refresh/store On-line buffer Record output Display
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Sampling 256x256 64x64
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Quantisation – 8 bits 255
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Quantisation cont. 256x levels 256x levels
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Quantisation cont. 256x levels 256x256 2 levels
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Coloured Image
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Intensity (Gray-Level) Image
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Binary Image
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Image Processing manipulation of multidimensional signals
image (photo) video CT, MRI
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Image Processing Why? – Enhancement, restoration, reconstruction
– Coding/compression – Enhancement, restoration, reconstruction – Analysis, detection, recognition, understanding – Visualization
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Part I: Image Transforms
Original Image Fourier Transform Amplitude Phase
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Part II: Image Enhancement
Original Image High Pass Filtering
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Part III: Image Restoration
Distorted Image Restored Image
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Distortion due to Camera Misfocus
Original image Distorted image
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Distortion due to Camera Misfocus
Camera lens
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Distortion due to motion
Camera lens
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Distortion due to Random Noise
Original image Distorted image
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Part IV: Image Compression
Signal-Processing Based: Encoder Compressed Representation H Decoder
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Images are not directly amenable to computer analysis
Computers work with numerical (rather than pictorial) data. An image must be converted to numerical form before processing by computer can commence. Picture elements or pixels Rectangular sampling grid Brightness of the image
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Images are not directly amenable to computer analysis
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APPLICATIONS Medical images Satellite images Astronomy Radar images
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Satellite image Volcano Kamchatka Peninsula, Russia
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Satellite image Volcano in Alaska
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Medical Images: MRI of normal brain
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Medical Images: X-ray knee
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Medical Images: Ultrasound Five-month Foetus (lungs, liver and bowel)
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Astronomical images
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