C Programming Tutorial

C is a foundational programming language used in many applications, from operating systems to embedded systems. This tutorial covers the basics of C programming with examples for each topic. 2. C Get Started To get started, write your C code in a file with a .c extension. Then, compile it with a compiler like GCC. … Read more

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PHP Tutorial

Welcome to the PHP tutorial! PHP (Hypertext Preprocessor) is a popular server-side scripting language designed for web development but also used as a general-purpose programming language. PHP Intro PHP is widely used for creating dynamic web pages and can be embedded directly into HTML. It is known for its flexibility, simplicity, and wide support across … Read more

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Image compression

Data compression refers to the process of reducing the amount of data required to represent a given quantity of information. It’s important to note that data and information are not the same: data are the medium through which information is conveyed. A set of data may contain redundant information if unnecessary or repeated elements are … Read more

Wavelet Packets

Wavelet packets are a generalized form of the fast wavelet transform (FWT). While the FWT decomposes a signal into low-frequency (scaling) and high-frequency (wavelet) components with a logarithmic relationship, wavelet packets provide a more flexible decomposition that allows control over frequency bands. This generalization results in more detailed partitions of the frequency domain, especially in … Read more

The Fast Wavelet Transform

The Fast Wavelet Transform (FWT) is a computationally efficient method for implementing the Discrete Wavelet Transform (DWT). It reduces the complexity of calculating the wavelet coefficients at different scales by taking advantage of the relationship between adjacent scales. In contrast to direct computation of the wavelet transform, which can be slow and resource-intensive, FWT allows … Read more

Wavelet Transforms in One Dimension

Wavelet transforms in one dimension are a powerful mathematical tool used for analyzing and processing signals in both the time and frequency domains. Unlike traditional Fourier transforms, which represent a signal using infinite sinusoidal functions, wavelet transforms decompose a signal into localized wavelet functions. These wavelets are capable of capturing both global trends and fine-scale … Read more

Multiresolution Expansions

Multiresolution expansions form a powerful mathematical framework for analyzing, approximating, and representing functions or signals at varying levels of detail. Rooted in the theory of wavelets and functional analysis, they provide a systematic way to decompose a signal into components that capture features at different scales. This multiscale representation is particularly valuable in applications where … Read more

The Haar Transform

The Haar Transform is a fundamental tool in signal processing and image analysis, known for its simplicity and efficiency. It is used to break down data into different levels of detail, making it especially useful in multiresolution analysis and compression algorithms. The Haar transform is part of a broader family of wavelet transforms that help … Read more

Subband Coding

Subband coding is a signal processing technique primarily used in digital audio, speech, and image compression. The main idea behind subband coding is to split a signal into different frequency components, called subbands, and then process each subband independently. By compressing these subbands separately, we can achieve more efficient data representation and compression. This method … Read more

Image Pyramids

Image pyramids are hierarchical structures used in image processing to represent images at multiple resolutions. They are especially useful for applications like image compression, feature detection, image blending, and multiresolution analysis. The most common types of image pyramids are Gaussian pyramids and Laplacian pyramids. Gaussian Pyramid A Gaussian pyramid is constructed by repeatedly applying a … Read more