基于matlab FCM和改进的FCM脑部CT图像聚类

mutougeda · 发表于 2021-4-22 13:24

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一、源代码

function varargout = CT_image_FCM(varargin)
% CT_IMAGE_FCM MATLAB code for CT_image_FCM.fig
% CT_IMAGE_FCM, by itself, creates a new CT_IMAGE_FCM or raises the existing
% singleton*.
%
% H = CT_IMAGE_FCM returns the handle to a new CT_IMAGE_FCM or the handle to
% the existing singleton*.
%
% CT_IMAGE_FCM('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in CT_IMAGE_FCM.M with the given input arguments.
%
% CT_IMAGE_FCM('Property','Value',...) creates a new CT_IMAGE_FCM or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before CT_image_FCM_OpeningFcn gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to CT_image_FCM_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
3 m! I; P& f. b% T
% Edit the above text to modify the response to help CT_image_FCM
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% Last Modified by GUIDE v2.5 17-Apr-2020 00:06:23
# {* x) d' m6 o. c* y5 h/ E
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @CT_image_FCM_OpeningFcn, ...
'gui_OutputFcn', @CT_image_FCM_OutputFcn, ...
'gui_LayoutFcn', [] , ...
'gui_Callback', []);
if nargin && ischar(varargin{1})
gui_State.gui_Callback = str2func(varargin{1});
end
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if nargout
[varargout{1:nargout}] = gui_maiNFCn(gui_State, varargin{:});
else
gui_mainfcn(gui_State, varargin{:});
end
% End initialization code - DO NOT EDIT
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% --- Executes just before CT_image_FCM is made visible.
function CT_image_FCM_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 CT_image_FCM (see VARARGIN)
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% Choose default command line output for CT_image_FCM
handles.output = hObject;
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% Update handles structure
guidata(hObject, handles);
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% UIWAIT makes CT_image_FCM wait for user response (see UIRESUME)
% uiwait(handles.figure1);
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% --- Outputs from this function are returned to the command line.
function varargout = CT_image_FCM_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)
4 y2 W0 d, U* { f6 |( [9 H0 A9 t
% Get default command line output from handles structure
varargout{1} = handles.output;
# n6 {7 }$ F% k8 b! ~; g
# Q" F" u. _% O" \
% --- 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)
global I
[filename, pathname]= ...
uigetfile({'*.*';'*.bmp';'*.tif';'*.png';'*.jpg'},'select picture');
str= [pathname filename];
I= imread(str);
axes(handles.axes1);
imshow(I);
title('原图');
- d) ]# N" G) _$ Q& X t
% --- 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)
( y8 L- f6 ~1 M' ?+ D$ ?
% V h' t' Z* m9 W! D
% --- 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)
global I I0 A
[I2,clusterResult] = FCM1(I, 4,[0 80 160 255],2,150,1e-5);
axes(handles.axes3);
imshow(I2)
I0=I2;
A=unique(I0);
" Z2 Q/ Y' ^7 D' z& s
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% --- 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)
global I0 A
I0_2=zeros(size(I0,1),size(I0,2));
for i=1:size(I0,1)
for j=1:size(I0,2)
if I0(i,j)==A(2)
I0_2(i,j)=255;
else I0_2(i,j)=0;
end
end
end
I0_2=uint8(I0_2);
axes(handles.axes4);
imshow(I0_2);
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% --- Executes on button press in pushbutton5.
function pushbutton5_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton5 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global I0 A
I0_3=zeros(size(I0,1),size(I0,2));
for i=1:size(I0,1)
for j=1:size(I0,2)
if I0(i,j)==A(3)
I0_3(i,j)=255;
else I0_3(i,j)=0;
end
end
end
I0_3=uint8(I0_3);
axes(handles.axes5);
imshow(I0_3);
- q! ]6 T# z; N$ w
1 R% s7 s& ]+ x/ U& u1 `
% --- Executes on button press in pushbutton6.
function pushbutton6_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton6 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global I0 A
I0_4=zeros(size(I0,1),size(I0,2));
for i=1:size(I0,1)
for j=1:size(I0,2)
if I0(i,j)==A(4)
I0_4(i,j)=255;
else I0_4(i,j)=0;
end
end
end
I0_4=uint8(I0_4);
axes(handles.axes6);
imshow(I0_4);6 ?4 u2 @" T8 N& x# C, B4 K! g

function varargout = CT_image_GFCM(varargin)
% CT_IMAGE_GFCM MATLAB code for CT_image_GFCM.fig
% CT_IMAGE_GFCM, by itself, creates a new CT_IMAGE_GFCM or raises the existing
% singleton*.
%
% H = CT_IMAGE_GFCM returns the handle to a new CT_IMAGE_GFCM or the handle to
% the existing singleton*.
%
% CT_IMAGE_GFCM('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in CT_IMAGE_GFCM.M with the given input arguments.
%
% CT_IMAGE_GFCM('Property','Value',...) creates a new CT_IMAGE_GFCM or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before CT_image_GFCM_OpeningFcn gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to CT_image_GFCM_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
, R4 n: {' Q8 g7 m# {7 \* j
% Edit the above text to modify the response to help CT_image_GFCM
; T; \& K4 _7 U3 H4 P
% Last Modified by GUIDE v2.5 13-Apr-2020 21:47:11
" i9 m6 F: l( o' o+ |; s
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @CT_image_GFCM_OpeningFcn, ...
'gui_OutputFcn', @CT_image_GFCM_OutputFcn, ...
'gui_LayoutFcn', [] , ...
'gui_Callback', []);
if nargin && ischar(varargin{1})
gui_State.gui_Callback = str2func(varargin{1});
end
5 N. V5 R) H# e: Q
if nargout
[varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});
else
gui_mainfcn(gui_State, varargin{:});
end
% End initialization code - DO NOT EDIT
5 b$ d) p U$ W" x
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% --- Executes just before CT_image_GFCM is made visible.
function CT_image_GFCM_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 CT_image_GFCM (see VARARGIN)
0 R+ @' W7 ~# n9 b9 |% W# b8 w
% Choose default command line output for CT_image_GFCM
handles.output = hObject;
$ H3 M/ g4 b% w6 x4 C/ a7 n
% Update handles structure
guidata(hObject, handles);
* T3 l3 q+ W6 d- |5 X: A3 q; L3 u
% UIWAIT makes CT_image_GFCM wait for user response (see UIRESUME)
% uiwait(handles.figure1);
8 y$ y3 s! L* F& |8 @5 a) y6 \6 s7 ]
+ d- u) {; S0 s: P' k' |8 @1 `% A
% --- Outputs from this function are returned to the command line.
function varargout = CT_image_GFCM_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)
, C4 F" v3 C7 N; Q. ]
% Get default command line output from handles structure
varargout{1} = handles.output;
4 K% p! B4 F& h& I* z7 Z
) @3 [ @, d5 M. m7 K
% --- 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)
global I
[filename, pathname]= ...
uigetfile({'*.*';'*.bmp';'*.tif';'*.png';'*.jpg'},'select picture');
str= [pathname filename];
I= imread(str);
axes(handles.axes1);
imshow(I);
title('原图');
" D6 g. q5 f* Z2 H6 w
% --- 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)
global I
I=medfilt2(I,[3,3]);
axes(handles.axes2);
imshow(I)
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% --- 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)
global I r c U
[r,c] = size(I);
data = zeros(r*c,1);
for i = 1:r
for j = 1:c
data((i-1)*c+j,1) = double(I(i,j));
end
end
[center, U, obj_fcn] = GFCM(data,4,0.9);
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for i = 1 : r
for j = 1 : c
temp = (double(I(i, j)) - center) .^ 2;
[fmin pos] = min(temp);
I(i, j) = uint8(pos * 255 / 4);
end
end
axes(handles.axes3);
imshow(I)
4 F* L' _$ l" m$ Y
% --- 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)
global I r c U
I_seg2 = I*0;
for i = 1:r
for j = 1:c
if U(1,(i-1)*c+j)<U(2,(i-1)*c+j)
I_seg2(i,j) =0 ;
else
I_seg2(i,j) =255;
end
end
end
axes(handles.axes4);
imshow(I_seg2)
9 q# I; o8 P; F
% --- Executes on button press in pushbutton5.
function pushbutton5_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton5 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global I r c U
I_seg3 = I*0;
for i = 1:r
for j = 1:c
if U(1,(i-1)*c+j)<U(3,(i-1)*c+j)
I_seg3(i,j) =0 ;
else
I_seg3(i,j) =255;
end
end
end
axes(handles.axes5);
imshow(I_seg3)
. O5 _+ t6 J: z
% --- Executes on button press in pushbutton6.
function pushbutton6_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton6 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global I r c U
I_seg4 = I*0;
for i = 1:r
for j = 1:c
if U(1,(i-1)*c+j)<U(4,(i-1)*c+j)
I_seg4(i,j) =0 ;
else
I_seg4(i,j) =255;
end
end
end
axes(handles.axes6);
imshow(I_seg4)+ s; M, V; K/ F% c# S% i

二、运行结果

NNNei256 · 发表于 2021-4-22 14:50

基于matlab FCM和改进的FCM脑部CT图像聚类

twel2e · 发表于 2021-4-25 17:05

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