# Image Processing VTU Notes PDF – IP PDF VTU

Here you can download the Engineering Mathematics 1 VTU Notes PDF – M1 Notes of as per VTU Syllabus. Below we have list all the links as per the modules.

## Image Processing VTU Notes PDF – IP PDF VTU Of Total Units

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#### UNIT – 1

DIGITAL IMAGE FUNDAMENTALS: What is Digital Image Processing. fundamental Steps in Digital Image Processing, Components of an Image processing system, elements of Visual Perception.

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#### UNIT – 2

Image Sensing and Acquisition, Image Sampling and Quantization, some basic Relationships between Pixels, Linear and Nonlinear Operations.

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#### UNIT – 3

IMAGE TRANSFORMS Two-dimensional orthogonal & unitary transforms, properties of unitary transforms, two dimensional discrete Fourier transform.

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#### UNIT – 4

Discrete cosine transform, a sine transform, Hadamard transform Haar transform, Slant transform, KL transform.

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#### UNIT – 5

IMAGE ENHANCEMENT: Image Enhancement in the Spatial domain, some basic Gray Level Transformations, Histogram Processing, Enhancement Using Arithmetic/Logic Operations.

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#### UNIT – 6

Basics of Spatial Filtering Image enhancement in the Frequency Domain filters, Smoothing Frequency Domain filters, Sharpening Frequency Domain filters, homomorphic filtering.

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#### UNIT – 7

Model of image degradation/restoration process, noise models, Restoration in the Presence of Noise, Only-Spatial Filtering Periodic Noise Reduction by Frequency Domain Filtering, Linear Position-Invariant Degradations, inverse filtering, minimum mean square error (Weiner) Filtering