【图像配准】基于matlab GUI光流场模型图像配准【含Matlab源码 831期】
【摘要】
一、光流场模型简介
目前对大脑的研究主要借助于 ＣＴ、ＭＲＩ和 ＰＥＴ等医学成像技术通过成像技术得到的图像可以 提供人脑直观的信息为人脑解剖结构的分析、功能 区域的定义、脑疾病的诊断提供有力依据。因此大...
一、光流场模型简介
目前对大脑的研究主要借助于 ＣＴ、ＭＲＩ和 ＰＥＴ等医学成像技术通过成像技术得到的图像可以 提供人脑直观的信息为人脑解剖结构的分析、功能 区域的定义、脑疾病的诊断提供有力依据。因此大脑图像的分析和处理具有重要的实用价值和现实 意义。由于配准所求解的位移场与光流场模型所求解的 速度场具有相似性ＰａｌｏｓＰｉｅｒｒｅ等人将光流场模型引入到了图像配准中。本文在经典光流场算法的基础上将其应用于非刚性医学图像的配准中得到了相对精确的配准结果。
1 光流场模型算法
如果把浮动图像和参考图像分别看作时间间隔为 Δｔ的视频流中的ｔ时刻与＋Δｔ时刻的图像那么图像的配准可以认为是从浮动图像流动到参考图像的过程即光流场求解的速度场即为配准所要求解的位移 场‚因此可以借助光流场进行图像配准。
1.1 Horn光流场理论
不能同时求出光流的两个速度分量ｕ和ｖi因此在具 体求解位移场时‚需要在流动场上附加光滑度约束才能得到光流场的合理估计。
1.2 Lucas-Kanade光流算法
2 基于光流场模型的图像非刚体配准
2.1 配准原理和步骤
采用光流场模型进行图像配准是一个将浮动图像逐步向参考图像变动来求解对应光流模型速度场然后对浮动图像插值获得配准图像的过程具体步骤如下。
续迭代；否则‚继续下一步。 （5）测度函数已收敛终止迭代Ｉ3 就是最终的配准图像。
2.2 配准流程图
二、部分源代码
function varargout = optical_flow(varargin)
% OPTICAL_FLOW M-file for optical_flow.fig
% OPTICAL_FLOW, by itself, creates a new OPTICAL_FLOW or raises the existing
% singleton*.
%
% H = OPTICAL_FLOW returns the handle to a new OPTICAL_FLOW or the handle to
% the existing singleton*.
%
% OPTICAL_FLOW('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in OPTICAL_FLOW.M with the given input arguments.
%
% OPTICAL_FLOW('Property','Value',...) creates a new OPTICAL_FLOW or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before optical_flow_OpeningFunction gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to optical_flow_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
% Copyright 2002-2003 The MathWorks, Inc.
% Edit the above text to modify the response to help optical_flow
% Last Modified by GUIDE v2.5 23-Jul-2012 15:10:21
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @optical_flow_OpeningFcn, ...
'gui_OutputFcn', @optical_flow_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 optical_flow is made visible.
function optical_flow_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 optical_flow (see VARARGIN)
% Choose default command line output for optical_flow
handles.output = hObject;
% Update handles structure
guidata(hObject, handles);
% UIWAIT makes optical_flow wait for user response (see UIRESUME)
% uiwait(handles.figure1);
% --- Outputs from this function are returned to the command line.
function varargout = optical_flow_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 pushbutton_start.
function pushbutton_start_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton_start (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global FilePath1
global FilePath2
global version
if ( isequal(FilePath1,'No Picture') || isequal(FilePath2,'No Picture') )
errordlg('选择图片出错！','MATLAB error');
return
end
switch version
case { 0, 1, 2 }
optic_flow_brox(FilePath1, FilePath2);
case 3
Horn_WJY(FilePath2, FilePath1);
case 4
Lucas_Kanade(FilePath2, FilePath1);
otherwise
errordlg('选择算法出错！','MATLAB error');
end
% --- Executes on button press in pushbutton_pic1.
function pushbutton_pic1_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton_pic1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global FilePath1
[FileName,PathName] = uigetfile({'*.jpg';'*.bmp'},'Select the picture');
if ~isequal(FileName,0)
FilePath1 = fullfile(PathName,FileName);
set(handles.edit_lj1,'String',FilePath1);
img=imread(FilePath1);
axes(handles.axes_pic1);
imshow(img);
end
guidata(hObject, handles);
% --- Executes on button press in pushbutton_pic2.
function pushbutton_pic2_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton_pic2 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global FilePath2
[FileName,PathName] = uigetfile({'*.jpg';'*.bmp'},'Select the picture');
if ~isequal(FileName,0)
FilePath2 = fullfile(PathName,FileName);
set(handles.edit_lj2,'String',FilePath2);
img=imread(FilePath2);
axes(handles.axes_pic2);
imshow(img);
end
guidata(hObject, handles);
function edit_lj1_Callback(hObject, eventdata, handles)
% hObject handle to edit_lj1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of edit_lj1 as text
% str2double(get(hObject,'String')) returns contents of edit_lj1 as a double
% --- Executes during object creation, after setting all properties.
function edit_lj1_CreateFcn(hObject, eventdata, handles)
% hObject handle to edit_lj1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc
set(hObject,'BackgroundColor','white');
else
set(hObject,'BackgroundColor',get(0,'defaultUicontrolBackgroundColor'));
end
function edit_lj2_Callback(hObject, eventdata, handles)
% hObject handle to edit_lj2 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of edit_lj2 as text
% str2double(get(hObject,'String')) returns contents of edit_lj2 as a double
% --- Executes during object creation, after setting all properties.
function edit_lj2_CreateFcn(hObject, eventdata, handles)
% hObject handle to edit_lj2 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc
set(hObject,'BackgroundColor','white');
else
set(hObject,'BackgroundColor',get(0,'defaultUicontrolBackgroundColor'));
end
function edit_arithmetic_Callback(hObject, eventdata, handles)
% hObject handle to edit_arithmetic (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of edit_arithmetic as text
% str2double(get(hObject,'String')) returns contents of edit_arithmetic as a double
% --- Executes during object creation, after setting all properties.
function edit_arithmetic_CreateFcn(hObject, eventdata, handles)
% hObject handle to edit_arithmetic (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc
set(hObject,'BackgroundColor','white');
else
set(hObject,'BackgroundColor',get(0,'defaultUicontrolBackgroundColor'));
end
% --------------------------------------------------------------------
function uipanel_choice_SelectionChangeFcn(hObject, eventdata, handles)
% hObject handle to uipanel_choice (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
global version
if get(handles.radiobutton_horn,'Value')
s=1;
end
if get(handles.radiobutton_lk,'Value')
s=2;
end
if get(handles.radiobutton_brox,'Value')
s=3;
end
if get(handles.radiobutton_bs,'Value')
s=4;
end
if get(handles.radiobutton_bss,'Value')
s=5;
end
switch s
case 1
version = 3;
set(handles.edit_arithmetic,'String','Horn-Schunck');
case 2
version = 4;
set(handles.edit_arithmetic,'String','Lucas-Kanade');
case 3
version = 0;
set(handles.edit_arithmetic,'String','Brox');
case 4
version = 1;
set(handles.edit_arithmetic,'String','Brox 改进版本');
case 5
version = 2;
set(handles.edit_arithmetic,'String','Brox 改进版本 + Sift');
end
guidata(hObject, handles);
% --- Executes during object creation, after setting all properties.
function pushbutton_start_CreateFcn(hObject, eventdata, handles)
% hObject handle to pushbutton_start (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% --- Executes during object creation, after setting all properties.
function figure1_CreateFcn(hObject, eventdata, handles)
% hObject handle to figure1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
addpath('./Brox');
addpath('./Horn_Schunck');
addpath('./Lucas_Kanade');
global version
global FilePath1
global FilePath2
version = 3;
FilePath1 = 'No Picture';
FilePath2 = 'No Picture';
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三、运行结果
四、matlab版本及参考文献
1 matlab版本
2014a
2 参考文献
[1] 蔡利梅.MATLAB图像处理——理论、算法与实例分析[M].清华大学出版社，2020.
[2]杨丹,赵海滨,龙哲.MATLAB图像处理实例详解[M].清华大学出版社，2013.
[3]周品.MATLAB图像处理与图形用户界面设计[M].清华大学出版社，2013.
[4]刘成龙.精通MATLAB图像处理[M].清华大学出版社，2015.
[5]侯思祖,陈宇,刘雅婷.基于互信息的紫外成像仪中图像配准研究[J].半导体光电. 2020,41(04)
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