Source & Courtesy: Jong-Il Park Hanyang University Computer Vision Introduction Source & Courtesy: Jong-Il Park Hanyang University
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
Background Probability Theory and Random Process Linear Algebra Signals and Systems Digital Signal Processing C/C++ programming skill
Images
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
Image formation
Image Coordinate
; M×N matrix ; aij= f (x=i, y=j)
Spatial Resolution
Gray-Level Resolution 16 8 256 128 4 2 64 32
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
Famous Images Lena (512*512) Barboon (512*512) Boat (512*512)
First photograph First photograph due to Niepce, First on record shown - 1822 Basic abstraction is the pinhole camera First successful commercial photograph due to Eastman in late 19th
First digital picture
First digital image processing Early 1960s
DIP in medical imaging Late 1960s and early 1970s Computed tomography(CT) Recent Application NIKS Hanyang Univ. 2002.
EM spectrum
Examples: Gamma-ray imaging
Examples: X-ray imaging
Examples: Microscopy images
Thematic bands
Examples: Multi-spectral imaging
Examples: Imaging in the visible band
Examples: Infrared imaging Nighttime Lights of The World
Examples: Microwave imaging Radar image
Examples: Radio band imaging
Examples: Ultrasound imaging
Examples: Electron microscope Scanning Electron Microscope
Examples: Computer-generated images
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
Thanks…