Advanced Image Denoising Using Fourier Transform
- Category: Computer Vision
- Tools and Techniques Used: Python, NumPy, Matplotlib, Fourier Transform, Grayscale Conversion, Frequency Domain Visualization, Noise Identification, Spatial Frequency Analysis.
- Project URL: https://github.com/Shubhkirti24/CV_main
Project Summary
In this project, we tackled the challenging task of denoising a "mysteriously noisy" image of a bird, transforming a distorted visual into a clear depiction. The objective was to not only cleanse the image of noise but also to identify and mitigate the underlying causes of the disturbance. Initial attempts using a mean filter proved insufficient, prompting a strategic pivot to Fourier transform techniques for more refined results.