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Digital Image Processing SANDHIYA
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LOGISTICS OF THE COURSE n Duration –20-22 lectures n 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 0-201-50803-6 – R. C. Gonzalez, R. E. Woods, Digital Image Processing, Addison Wesley, 1993, ISBN 0-201-50803-6
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DIGITAL IMAGE
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FROM ANALOG TO DIGITAL Record output Display objectobserve Imaging systems digitize Sample and quantize store Digital storage (disk) process Digital computer Refresh /store On-line buffer
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SamplingSampling 256x256 64x64
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Quantisation – 8 bits 000 00 00 00 0 00 00 00 0 255
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Quantisation cont. 256x256 256 levels 256x256 32 levels
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Quantisation cont. 256x256 256 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 video CT, MRI CT, MRI
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Image Processing Why? – Coding/compression – Coding/compression – Enhancement, restoration, reconstruction – Enhancement, restoration, reconstruction – Analysis, detection, recognition, understanding – Analysis, detection, recognition, understanding – Visualization – Visualization
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Original Image Fourier Transform Amplitude Phase Part I: Image Transforms
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Original Image High Pass Filtering Part II: Image Enhancement
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Distorted ImageRestored Image Part III: Image Restoration
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Distortion due to Camera Misfocus Original imageDistorted 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 Distorted imageOriginal image
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Part IV: Image Compression Signal-Processing Based: Encoder Encoder H Compressed Representation Decoder
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Images are not directly amenable to computer analysis n Computers work with numerical (rather than pictorial) data. n An image must be converted to numerical form before processing by computer can commence. n Picture elements or pixels n Rectangular sampling grid n Brightness of the image
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Images are not directly amenable to computer analysis
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n Medical images n Satellite images n Astronomy n Radar images APPLICATIONS
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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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