digital image processingpkalra/col783/week-1-2018.pdf · digital image processing general...

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Digital Image Processing Prem Kalra [email protected] http://www.cse.iitd.ac.in/~pkalra/col783 Department of Computer Science and Engineering Indian Institute of Technology Delhi

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Page 1: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

Prem Kalra [email protected]

http://www.cse.iitd.ac.in/~pkalra/col783

Department of Computer Science and Engineering Indian Institute of Technology Delhi

Page 2: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

General Information

Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%) TA Indu Joshi (email: [email protected]) Vijay Kumar (email: [email protected]) Course Page http://www.cse.iitd.ernet.in/~pkalra/col783

Page 3: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

Acquisition: Photography

Page 4: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

X-ray/CT/MRI

Electron Microscope Remote Sensing

Thermal Imaging

Other Acquisition Modalities

Page 5: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing: Applications Some Applications: Biometric and Recognition

Page 6: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing: Applications

Object Detection

Page 7: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

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Computational Photography

Digital Image Processing: Applications

Page 8: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

2D Image 2D Image

2D Image 3D Scene/ Object

2D Image 3D Object

Image Processing

Computer Graphics

Computer Vision

Page 9: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

Computer Graphics

Page 10: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

Computer Vision

Real Scene

Real Camera Synthetic

Camera

Output

Image

Page 11: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Digital Image Processing

Course Contents (Tentative) Fundamentals

Image Enhancement Image Segmentation Image Restoration Image Transforms Image Compression (+Video) Image Analysis: Representation/Description Recognition/Identification

Page 12: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Image Formation

Page 13: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Sampling and Quantization

Page 14: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Sampling and Quantization

Page 15: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

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l  An image is a spatial representation of an object, a 2D or 3D scene.

l  Abstractly, an image is a continuous function defining a rectangular region of a plane

−  intensity image - proportional to radiant energy received by a sensor/detector

Fundamentals

Page 16: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

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2D function f(x,y)

l  An image can be thought of as a function with resulting values of the light intensity at each point over a planar region.

Fundamentals

Page 17: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Image Representation

Page 18: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Image Resolution (Spatial)

Page 19: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Image Resolution (Spatial)

Page 20: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Image Resolution (Spatial)

Bilinear Interpolation

Page 21: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Image Resolution (Intensity Levels)

Page 22: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Intensity/Luminance and Brightness

Mach Band Effect

Simultaneous Contrast

Page 23: Digital Image Processingpkalra/col783/week-1-2018.pdf · Digital Image Processing General Information Evaluation (Tentative): 2 Minors, 1 Major, Quizes (65%) Assignments >= 3 (35%)

Fundamentals Other Operations

Neighborhood N4, ND, N8

Adjacency/Connectivity

4-connected 8-connected

Distance

Euclidian D4 D8