【图像特征提取】基于小波变换、gabor、双树复小波提取纹理图像特征附Matlab代码

该博客由Matlab科研工作室的作者分享,主要探讨如何利用小波变换、Gabor和双树复小波进行纹理图像的特征提取。作者提供了Matlab代码实现,并介绍了图像处理和特征提取的基本概念。文中提及了智能优化算法、神经网络预测以及雷达通信等相关领域的应用,并鼓励读者关注其频道获取更多Matlab仿真资源。

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智能优化算法  神经网络预测 雷达通信  无线传感器

信号处理 图像处理 路径规划 元胞自动机 无人机

⛄ 内容介绍

【图像特征提取】基于小波变换、gabor、双树复小波提取纹理图像特征附Matlab代码

⛄ 部分代码

function varargout = main(varargin)

% MAIN MATLAB code for main.fig

%      MAIN, by itself, creates a new MAIN or raises the existing

%      singleton*.

%

%      H = MAIN returns the handle to a new MAIN or the handle to

%      the existing singleton*.

%

%      MAIN('CALLBACK',hObject,eventData,handles,...) calls the local

%      function named CALLBACK in MAIN.M with the given input arguments.

%

%      MAIN('Property','Value',...) creates a new MAIN or raises the

%      existing singleton*.  Starting from the left, property value pairs are

%      applied to the GUI before main_OpeningFcn gets called.  An

%      unrecognized property name or invalid value makes property application

%      stop.  All inputs are passed to main_OpeningFcn via varargin.

%

%      *See GUI Options on GUIDE's Tools menu.  Choose "GUI allows only one

%      instance to run (singleton)".

%

% See also: GUIDE, GUIDATA, GUIHANDLES

% Edit the above text to modify the response to help main

% Last Modified by GUIDE v2.5 28-Apr-2020 21:19:46

% Begin initialization code - DO NOT EDIT

gui_Singleton = 1;

gui_State = struct('gui_Name',       mfilename, ...

                   'gui_Singleton',  gui_Singleton, ...

                   'gui_OpeningFcn', @main_OpeningFcn, ...

                   'gui_OutputFcn',  @main_OutputFcn, ...

                   'gui_LayoutFcn',  [] , ...

                   'gui_Callback',   []);

if nargin && ischar(varargin{1})

    gui_State.gui_Callback = str2func(varargin{1});

end

if nargout

    [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});

else

    gui_mainfcn(gui_State, varargin{:});

end

% End initialization code - DO NOT EDIT

% --- Executes just before main is made visible.

function main_OpeningFcn(hObject, eventdata, handles, varargin)

% This function has no output args, see OutputFcn.

% hObject    handle to figure

% eventdata  reserved - to be defined in a future version of MATLAB

% handles    structure with handles and user data (see GUIDATA)

% varargin   command line arguments to main (see VARARGIN)

% Choose default command line output for main

handles.output = hObject;

% Update handles structure

guidata(hObject, handles);

% UIWAIT makes main wait for user response (see UIRESUME)

% uiwait(handles.figure1);

% --- Outputs from this function are returned to the command line.

function varargout = main_OutputFcn(hObject, eventdata, handles) 

% varargout  cell array for returning output args (see VARARGOUT);

% hObject    handle to figure

% eventdata  reserved - to be defined in a future version of MATLAB

% handles    structure with handles and user data (see GUIDATA)

% Get default command line output from handles structure

varargout{1} = handles.output;

% --- Executes on button press in pushbutton1.

function pushbutton1_Callback(hObject, eventdata, handles)

% hObject    handle to pushbutton1 (see GCBO)

% eventdata  reserved - to be defined in a future version of MATLAB

% handles    structure with handles and user data (see GUIDATA)

% DT_CWT

h=gcf;

main1;

close(h);

% --- Executes on button press in pushbutton2.

function pushbutton2_Callback(hObject, eventdata, handles)

% hObject    handle to pushbutton2 (see GCBO)

% eventdata  reserved - to be defined in a future version of MATLAB

% handles    structure with handles and user data (see GUIDATA)

%DWT

h=gcf;

mian2;

close(h);

% --- Executes on button press in pushbutton3.

function pushbutton3_Callback(hObject, eventdata, handles)

% hObject    handle to pushbutton3 (see GCBO)

% eventdata  reserved - to be defined in a future version of MATLAB

% handles    structure with handles and user data (see GUIDATA)

h=gcf;

main4;

close(h);

% --- Executes on button press in pushbutton4.

function pushbutton4_Callback(hObject, eventdata, handles)

% hObject    handle to pushbutton4 (see GCBO)

% eventdata  reserved - to be defined in a future version of MATLAB

% handles    structure with handles and user data (see GUIDATA)

%gabor

h=gcf;

main3;

close(h);

⛄ 运行结果

⛄ 参考文献

[1]张淑玲, 邹复民. 基于小波分析的人脸图像特征提取[J]. 科学技术与工程, 2006.

[2]尚赵伟, 张明新, 沈钧毅,等. 基于双密度小波变换的纹理图像检索[J].  2005.

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