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Optimizing Fast Fourier Transform (FFT) Image Compression using Intelligent Water Drop (IWD) Algorithm.

Surinder Kaur, Gopal Chaudhary, Javalkar Dinesh Kumar, Manu S. Pillai, Yash Gupta, Manju Khari, Vicente García‐Díaz, Javier Parra Fuente

2022International Journal of Interactive Multimedia and Artificial Intelligence18 citationsDOIOpen Access PDF

Abstract

Digital image compression is the technique in digital image processing where special attention is provided in decreasing the number of bits required to represent a digital image. A wide range of techniques have been developed over the years, and novel approaches continue to emerge. This paper proposes a new technique for optimizing image compression using Fast Fourier Transform (FFT) and Intelligent Water Drop (IWD) algorithm. IWD-based FFT Compression is a emerging ethodology, and we expect compression findings to be much better than the methods currently being applied in the domain. This work aims to enhance the degree of compression of the image while maintaining the features that contribute most. It optimizes the FFT threshold values using swarm-based optimization technique (IWD) and compares the results in terms of Structural Similarity Index Measure (SSIM). The criterion of structural similarity of image quality is based on the premise that the human visual system is highly adapted to obtain structural information from the scene, so a measure of structural similarity provides a reasonable estimate of the perceived image quality.

Topics & Concepts

Computer scienceFast Fourier transformAlgorithmFourier transformPrime-factor FFT algorithmCooley–Tukey FFT algorithmImage (mathematics)Compression (physics)Split-radix FFT algorithmComputer visionShort-time Fourier transformFourier analysisMathematicsMaterials scienceComposite materialMathematical analysisDigital Filter Design and ImplementationAdvanced Data Compression TechniquesImage and Signal Denoising Methods
Optimizing Fast Fourier Transform (FFT) Image Compression using Intelligent Water Drop (IWD) Algorithm. | Litcius