小波去噪 Resources

Showing items tagged with "小波去噪"

Semi-threshold wavelet denoising with implementation details, algorithm explanation, and performance comparison against hard-threshold and soft-threshold methods

MATLAB 218 views Tagged

An example of wavelet denoising method for true color images, where RGB channels are processed separately and then recombined to produce the final denoised result. This approach implements channel-wise wavelet thresholding to effectively remove noise while preserving color fidelity.

MATLAB 203 views Tagged

This MATLAB-based wavelet denoising approach utilizes inter-scale correlations of wavelet coefficients to address limitations in conventional hard and soft thresholding methods. By introducing a modified compromise method that multiplies the threshold obtained from a double shrinkage function by an appropriate coefficient, we developed a novel locally adaptive denoising algorithm in the wavelet domain. The algorithm effectively removes noise while preserving high-frequency image details through intelligent threshold adjustment and scale-dependent coefficient processing. Experimental results demonstrate superior performance in both noise removal and detail preservation compared to traditional methods.

MATLAB 220 views Tagged

This project presents my undergraduate thesis work on shape-based medical image retrieval, implementing wavelet denoising for preprocessing and utilizing invariant moments as feature descriptors for robust image matching.

MATLAB 204 views Tagged