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Source & Courtesy: Jong-Il Park Hanyang University
Computer Vision Introduction Source & Courtesy: Jong-Il Park Hanyang University
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This Class Goal Understanding basic concepts and methodologies for image processing(IP) Developing a foundation for further study and research in IP and computer vision(CV) Learning how to develop IP/CV software How? Lectures: 3 hours/week Ordinary lecture(3/4) Programming lesson(1/4) Assignments: 2~3/month
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Background Probability Theory and Random Process Linear Algebra
Signals and Systems Digital Signal Processing C/C++ programming skill
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Images
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What is Image? picture size picture resolution ; 256256, 512512
0 f(x,y) L(=255) ; gray level, 8bit/pixel (x,y) ;spatial coordinate t ;temporal coordinate
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Image formation
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Image Coordinate
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; M×N matrix ; aij= f (x=i, y=j)
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Spatial Resolution
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Gray-Level Resolution
16 8 256 128 4 2 64 32
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Functional form Functional forms f(x,y) : 2-D still image
f(x,y,t), f(x,y,z) : video sequence, 3D object f(x,y,z,t) : moving 3-D object Meaning brightness(luminance) or color of an object TV camera, scanner absorption characteristics of objects(especially bodies) X-ray imaging, Ultrasonic imaging, CT distance between objects and measuring instrument sonar imaging, radar imaging, range camera temperature of an object IR(infrared) camera
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Famous Images Lena (512*512) Barboon (512*512) Boat (512*512)
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First photograph First photograph due to Niepce,
First on record shown Basic abstraction is the pinhole camera First successful commercial photograph due to Eastman in late 19th
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First digital picture
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First digital image processing
Early 1960s
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DIP in medical imaging Late 1960s and early 1970s
Computed tomography(CT) Recent Application NIKS Hanyang Univ. 2002.
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EM spectrum
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Examples: Gamma-ray imaging
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Examples: X-ray imaging
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Examples: Microscopy images
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Thematic bands
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Examples: Multi-spectral imaging
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Examples: Imaging in the visible band
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Examples: Infrared imaging
Nighttime Lights of The World
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Examples: Microwave imaging
Radar image
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Examples: Radio band imaging
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Examples: Ultrasound imaging
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Examples: Electron microscope
Scanning Electron Microscope
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Examples: Computer-generated images
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IP vs. Computer Vision Vision continuum Image processing Image
analysis Computer vision Low-level Mid-level High-level Filtering Enhancement Restoration Edge detection Compression Segmentation Classification Recognition AI Image-in Feature-out Image-in Image-out Image-in Decision-out
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Thanks…
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