【图像识别】基于模板匹配实现手写数字识别matlab源码

1 基于模板匹配实现手写数字识别模型

模型参考这里。

2 部分代码

function varargout = NumDemo(varargin)
% NUMDEMO MATLAB code for NumDemo.fig
%     NUMDEMO, by itself, creates a new NUMDEMO or raises the existing
%     singleton*.
%
%     H = NUMDEMO returns the handle to a new NUMDEMO or the handle to
%     the existing singleton*.
%
%     NUMDEMO('CALLBACK',hObject,eventData,handles,...) calls the local
%     function named CALLBACK in NUMDEMO.M with the given input arguments.
%
%     NUMDEMO('Property','Value',...) creates a new NUMDEMO or raises the
%     existing singleton*. Starting from the left, property value pairs are
%     applied to the GUI before NumDemo_OpeningFcn gets called. An
%     unrecognized property name or invalid value makes property application
%     stop. All inputs are passed to NumDemo_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 NumDemo
​
% Last Modified by GUIDE v2.5 28-Apr-2020 11:22:33
​
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name',       mfilename, ...
                  'gui_Singleton', gui_Singleton, ...
                  'gui_OpeningFcn', @NumDemo_OpeningFcn, ...
                  'gui_OutputFcn', @NumDemo_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 NumDemo is made visible.
function NumDemo_OpeningFcn(hObject, ~, 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 NumDemo (see VARARGIN)
​
% Choose default command line output for NumDemo
handles.output = hObject;
​
% Update handles structure
guidata(hObject, handles);
​
% UIWAIT makes NumDemo wait for user response (see UIRESUME)
% uiwait(handles.figure1);
​
​
% --- Outputs from this function are returned to the command line.
function varargout = NumDemo_OutputFcn(~, ~, 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;
axis([0 250 0 250]);
clc;
​
% --- Executes on mouse press over figure background, over a disabled or
% --- inactive control, or over an axes background.
function figure1_WindowButtonDownFcn(~, ~, handles)
% hObject   handle to figure1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
​
global ButtonDown pos1
if strcmp(get(gcf, 'SelectionType'), 'normal')
  ButtOnDown= 1;
  pos1 = get(handles.axes1, 'CurrentPoint');
end
​
% --- Executes on mouse motion over figure - except title and menu.
function figure1_WindowButtonMotionFcn(~, ~, handles)
% hObject   handle to figure1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
global ButtonDown pos1
if(ButtOnDown== 1)
  pos = get(handles.axes1,'CurrentPoint');
  line([pos1(1,1) pos(1,1)], [pos1(1,2) pos(1,2)], 'Color','Black','LineStyle','-', 'LineWidth',8,'Marker','.', 'MarkerSize',20);
  pos1 = pos;
end
​
% --- Executes on mouse press over figure background, over a disabled or
% --- inactive control, or over an axes background.
function figure1_WindowButtonUpFcn(~, ~, ~)
% hObject   handle to figure1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
global ButtonDown
ButtOnDown= 0;
​
​
% --- Executes on button press in pushbutton_clear.
function pushbutton_clear_Callback(~, ~, handles)
% hObject   handle to pushbutton_clear (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
%cla;
cla(handles.axes1);
​
% --- Executes on button press in pushbutton_save.
function pushbutton_save_Callback(~, ~, handles)
% hObject   handle to pushbutton_save (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
[f, p] = uiputfile({'*.bmp'},'Save Image');
str = strcat(p, f);
px = getframe(handles.axes3);
curImg = frame2im(px);
imwrite(curImg, str,'bmp');
​
% --- Executes on button press in pushbutton_classify.
function pushbutton_classify_Callback(~, ~, handles)
% hObject   handle to pushbutton_classify (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
%strSample = 'Data.mat';
cla(handles.axes4,handles.axes5,handles.axes6);
load 'Data.mat';
I1=handles.I1;
curFea = GetFeature(I1);
I2 = Normalize_Img(I1);
bw1 = Bw_Img(I1);
bw2 = Thin_Img(bw1);
bw = bw2;
sz = size(bw);
[r, c] = find(bw==1);
rect = [min(c) min(r) max(c)-min(c) max(r)-min(r)];
vs = rect(1)+rect(3)*[5/12 1/2 7/12];
hs = rect(2)+rect(4)*[1/3 1/2 2/3];
pt1 = [rect(1:2); rect(1:2)+rect(3:4)];
pt2 = [rect(1)+rect(3) rect(2); rect(1) rect(2)+rect(4)];
k1 = (pt1(1,2)-pt1(2,2)) / (pt1(1,1)-pt1(2,1));
x1 = 1:sz(2);
y1 = k1*(x1-pt1(1,1)) + pt1(1,2);
k2 = (pt2(1,2)-pt2(2,2)) / (pt2(1,1)-pt2(2,1));
x2 = 1:sz(2);
y2 = k2*(x2-pt2(1,1)) + pt2(1,2);
  axes(handles.axes4);
  imshow(I2,[]);
  handles.I2 = I2;
  hold on;
  h = rectangle('Position', [rect(1:2)-1 rect(3:4)+2], 'EdgeColor', 'r', 'LineWidth', 2);
  legend(h, '数字区域标记', 'Location', 'South');
  axes(handles.axes5);
  imshow(bw1,[]);
  handles.bw1 = bw1;
  axes(handles.axes6);
  imshow(bw,[],'Border', 'Loose');
  handles.bw = bw;
  hold on;
  h = [];
  for i = 1 : length(hs)
      h = [h plot([1 sz(2)], [hs(i) hs(i)], 'r-')];
  end
  for i = 1 : length(vs)
      h = [h plot([vs(i) vs(i)], [1 sz(1)], 'g-')];
  end
  h = [h plot(x1, y1, 'y-')];
  h = [h plot(x2, y2, 'm-')];
  legend([h(1) h(4) h(7) h(8)], {'水平线', '竖直线', '左对角线', '右对角线'}, 'Location', 'BestOutside');
  hold off;
​
%yLabel = euclid(curFea);
yLabel = MaskRecon(Data, curFea);
h = warndlg(num2str(yLabel),'识别结果');
​
​
​
% --- Executes on mouse press over axes background.
function axes1_ButtonDownFcn(hObject, eventdata, handles)
% hObject   handle to axes1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
​
​
% --- If Enable == 'on', executes on mouse press in 5 pixel border.
% --- Otherwise, executes on mouse press in 5 pixel border or over pushbutton_clear.
function pushbutton_clear_ButtonDownFcn(hObject, eventdata, handles)
% hObject   handle to pushbutton_clear (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
​
​
% --- 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)
[FileName,PathName,FilterIndex] = uigetfile({'*.jpg;*.tif;*.png;*.gif', ...
  '所有图像文件';...
  '*.*','所有文件' },'载入数字图像',...
  '.\\images\\手写数字\\t0.jpg');
if isequal(FileName, 0) || isequal(PathName, 0)
  return;
end
fileName = fullfile(PathName, FileName);
I = imread(fileName);
axes(handles.axes2);
imshow(I);
​
handles.I = I;
guidata(hObject, handles);
​
​
​
% --- 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)
I = handles.I;
axes(handles.axes2);
I1 = imcrop(I);
axes(handles.axes3);
imshow(I1);
handles.I1 = I1;
guidata(hObject, handles);
​
​
% --- 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)
​
​
% --- Executes on button press in pushbutton7.
function pushbutton7_Callback(hObject, eventdata, handles)
% hObject   handle to pushbutton7 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles   structure with handles and user data (see GUIDATA)
I = getframe(handles.axes1);
handles.I=I;
I1 = frame2im(I);
axes(handles.axes3);
imshow(I1);
handles.I1 = I1;
guidata(hObject, handles);

3 运行结果

4 参考文献

[1]李天. 基于模版匹配的联机手写数字识别系统设计[J]. 计算机与网络, 2009.

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