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Ceng466 Fundamentals of Image Processing
Manipulation of Images by Computer
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What is Image?
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Image: Visual Information
2-d: binary, gray level, color (pictures, photos, etc) 3-d: debth info (drawings, holograms etc.) Multispectral: (sattellites images) Ultrasound (medical images) Mr (meterials, medical) Thermal (security cameras) IR ( defence) X-ray (medical)
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Image Processing Image: Visual Information
Processing: Series of actions or operations leading to a desired result Algorithms
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Computer imaging Image processing: Computer vision Computer graphics
output image for human consumption Computer vision output image for use of computer Computer graphics Computer generates image
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Computer Imaging Linear Algebra Probability Algorithms
Discrete geometry Color science Data structure IP CV CG
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Image Processing Steps
Pre processing:Sampling and quantization, Enhancement Improve and accentuate some properties according to HVS Detect the edges, Sharpen the edges, adjust contrast, improve brightness, smooth the noise Etc Compression:Reduce the amount of data with max info Restoration
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Image Processing Steps
Feature extraction: Higher level of info Segmentation: Partition the homogeneous regions Pattern recognition: Classify and label the objects
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Sampling:Digitize Image in space
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Sampling
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Quantization: Digitize Brihtness values
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Enhencement: Zooming Interpolation
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Enhancement: Smoothing
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Enhancement: Edge Detection
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Image Enhancement in the
Frequency Domain
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3. Compression: Reducing the amount of data with maximum info
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3. Compression: Reducing the amount of data with maximum info
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Reducing the amount of data with maximum info
3. Compression: Reducing the amount of data with maximum info
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Compression depends on the Image content
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Recover the original image by removing the noise
4. Restoration: Recover the original image by removing the noise
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5. Image Segmentation
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6. Object Recognition
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6. Object Recognition
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