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% Matlab implementation of SPIHT (without Arithmatic coding stage)
%
% By Jing Tian, scuteejtian@hotmail.com

fprintf('-----------   Welcome to SPIHT Matlab Demo!   ----------------\n');

fprintf('-----------   Load Image   ----------------\n');
infilename = 'lena512.bmp';
outfilename = 'lena512_reconstruct.bmp';

Orig_I = double(imread(infilename));

rate = 1;

OrigSize = size(Orig_I, 1);
max_bits = floor(rate * OrigSize^2);
OutSize = OrigSize;
image_spiht = zeros(size(Orig_I));
[nRow, nColumn] = size(Orig_I);

fprintf('done!\n');
fprintf('-----------   Wavelet Decomposition   ----------------\n');
n = size(Orig_I,1);
n_log = log2(n);
level = n_log;
% wavelet decomposition level can be defined by users manually.
type = 'bior4.4';
[Lo_D,Hi_D,Lo_R,Hi_R] = wfilters(type);

[I_W, S] = func_DWT(Orig_I, level, Lo_D, Hi_D);

fprintf('done!\n');

fprintf('-----------   Encoding   ----------------\n');
img_enc = func_SPIHT_Enc(I_W, max_bits, nRow*nColumn, level);  

fprintf('done!\n');
fprintf('-----------   Decoding   ----------------\n');
img_dec = func_SPIHT_Dec(img_enc);

fprintf('done!\n');
fprintf('-----------   Wavelet Reconstruction   ----------------\n');
img_spiht = func_InvDWT(img_dec, S, Lo_R, Hi_R, level);

fprintf('done!\n');
fprintf('-----------   PSNR analysis   ----------------\n');

imwrite(img_spiht, gray(256), outfilename, 'bmp');

Q = 255;
MSE = sum(sum((img_spiht-Orig_I).^2))/nRow / nColumn;
fprintf('The psnr performance is %.2f dB\n', 10*log10(Q*Q/MSE));


Update : 2008-07-07 Size : 227.42kb Publisher : jasonchang

图象的直方图处理及全尺度变换和各种性能指标的计算,如psnr,mse等-image histogram processing and full scale transformation and various performance indicators, such as psnr, mse etc.
Update : 2025-02-17 Size : 173kb Publisher : 高颖

DL : 0
This program compress and recostruct using wavelets. We can select level of decomposition(here maximum 4 levels are given) of images using selected wavelet. For eg:-wavelets can be haar, db1, db2,dmey............... Decomposition can be viewed in figure. (Please note that select 256X256 image for better result.) Then compression can performed, PERFL2 give compression score. Then reconstruction can be performed. Each decompsition we can choose different threshold values. For each threshold value we can calculate mse,psnr,pq(picture quality), bit ratio etc. To get pq install pqs function . -This program compress and recostruct using wavelets. We can select level of decomposition (here maximum 4 levels are given) of images using selected wavelet.For eg:-wavelets can be haar, db1, db2, dmey ........ ....... Decomposition can be viewed in figure. (Please note that select 256X256 image for better result.) Then compression can performed, PERFL2 give compression score.Then reconstruction can be performed.Each decompsition we can choose different threshold values . For each threshold value we can calculate mse, psnr, pq (picture quality), bit ratio etc. To get pq install pqs function.
Update : 2025-02-17 Size : 3kb Publisher : 陈语恬

计算PSNR值,一个不错的算法,值得看一下-Calculation of PSNR value, a good algorithm, it is worth a look
Update : 2025-02-17 Size : 2kb Publisher : 王宏伟

通过matlab编写的几个关于PSNR、mse的图像处理的小程序。-Matlab prepared through a few on the PSNR, mse small image-processing procedures.
Update : 2025-02-17 Size : 2kb Publisher : 胡国胜

图像处理功能:求the MSE/SNR/PSNR and the quantized image- the MSE/SNR/PSNR and the quantized image
Update : 2025-02-17 Size : 1kb Publisher : 员晓毅

the criteria of the image denoising to compute the mse,snr,psnr-to compute the mse,snr,psnr
Update : 2025-02-17 Size : 592kb Publisher : george feng

图片结构相似度评价,附加MSE,SNR,PSNR等作为对比参数-Photo structure similarity evaluation, additional MSE, SNR, PSNR, etc., as comparative parameters
Update : 2025-02-17 Size : 2kb Publisher : 胡一伟

Median filter 3x3,Median filter 5x5, mean filter, wiener filter, PSNR, MSE -a simple gui for image noise removal
Update : 2025-02-17 Size : 14kb Publisher : torto

评价图形的MSE,SNR,PSNR的GUI。-A GUI to evaluate the image s MSE,SNR and PSNR.
Update : 2025-02-17 Size : 65kb Publisher : hu wenrui

图像评价的几个标准,包括峰值信噪比,均方误差,平均绝对误差,图像保真度,信噪比的MATLAB代码,采用基本编程方法,适合初学者加深图像客观评价标准的理解。-Image evaluation of several criteria, including PSNR, MSE, mean absolute error, image fidelity, signal to noise ratio of the MATLAB code, using the basic programming for beginners to deepen the understanding of the image of objective evaluation criteria.
Update : 2025-02-17 Size : 2kb Publisher : 天天

DL : 0
各种图像融合性能评价参数,包括D,MSE,PSNR,SF,RMSE,NCD,REL,MI,MAE,DREL,EOG,CREF等-Image fusion performance evaluation of various parameters
Update : 2025-02-17 Size : 15kb Publisher : 孙鲁兵

众多matlab代码用于检测图片质量,比如MSE, PSNR等-Several codes based on matlab used to evaluate the quality of image processing such as MSE, PSNR
Update : 2025-02-17 Size : 1.02mb Publisher : harry

Calculate the Mean Square Error (MSE) and the Peak Signal to Noise Ratio (PSNR) for different JPEG compression ratios.
Update : 2025-02-17 Size : 176kb Publisher : Ahmed

常用图像质量评价方法的Matlab代码,其中有ssim + mse + psnr + qilv。-Image quality assessment method used Matlab code, which include ssim+ mse+ psnr+ qilv.
Update : 2025-02-17 Size : 5kb Publisher : kelan

以下在matlab中利用图像处理工具箱实现均方误差(MSE)、峰值信噪比(PSNR)和熵的源代码 -The following use in matlab image processing toolbox mean square error (MSE), the peak signal to noise ratio (PSNR), and entropy source code
Update : 2025-02-17 Size : 2kb Publisher : 王兰

DL : 0
Peak Signal-to-Noise Ratio (PSNR) and mean square error(MSE) for two images
Update : 2025-02-17 Size : 1.63mb Publisher : ga

DL : 0
采用MATLAB实现图像的PSNR(峰值信噪比)以及MSE(均方误差)的实现(Realization of PSNR (peak signal to noise ratio) and MSE (mean square error) realization of image with MATLAB)
Update : 2025-02-17 Size : 55kb Publisher : wyywd0

contoh hitung mse rmse
Update : 2025-02-17 Size : 344kb Publisher : okebiak

通过MATLAB对图像进行3*3模板的低通滤波,并求取MSE和PSNR(The low-pass filtering of 3*3 template is done through MATLAB, and MSE and PSNR are obtained.)
Update : 2025-02-17 Size : 67kb Publisher : 北北北
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