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Digital Image Processing

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Presentation on theme: "Digital Image Processing"— Presentation transcript:

1 Digital Image Processing
Tania Stathaki Location: Room 812 Extension: 46229

2 LOGISTICS OF THE COURSE
Duration 20 lectures Assessment 100% exam There isn't any coursework or homework

3 IMAGE PROCESSING Textbook – R. C. Gonzalez, R. E. Woods, Digital Image Processing, Addison Wesley, 1993, ISBN

4 DIGITAL IMAGE

5 DIGITAL IMAGE

6 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

7 Sampling 256x256 64x64

8 Quantisation – 8 bits 255

9 Quantisation cont. 256x levels 256x levels

10 Quantisation cont. 256x levels 256x256 2 levels

11 Coloured Image

12 Intensity (Gray-Level) Image

13 Binary Image

14 Image Processing manipulation of multidimensional signals
image (photo) video CT, MRI

15 Image Processing Why? – Enhancement, restoration, reconstruction
– Coding/compression – Enhancement, restoration, reconstruction – Analysis, detection, recognition, understanding – Visualization

16 Part I: Image Transforms
Original Image Fourier Transform Amplitude Phase

17 Part II: Image Enhancement
Original Image High Pass Filtering

18 Part III: Image Restoration
Distorted Image Restored Image

19 Distortion due to Camera Misfocus
Original image Distorted image

20 Distortion due to Camera Misfocus
Camera lens

21 Distortion due to motion
Camera lens

22 Distortion due to Random Noise
Original image Distorted image

23 Part IV: Image Compression
Signal-Processing Based: Encoder Compressed Representation H Decoder

24 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

25 Images are not directly amenable to computer analysis

26 APPLICATIONS Medical images Satellite images Astronomy Radar images

27 Satellite image Volcano Kamchatka Peninsula, Russia

28 Satellite image Volcano in Alaska

29 Medical Images: MRI of normal brain

30 Medical Images: X-ray knee

31 Medical Images: Ultrasound Five-month Foetus (lungs, liver and bowel)

32 Astronomical images


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