一、简介
提取手部轮廓特征，k-means聚类算法，训练得到手势识别模型，然后用测试数据测试。
1 K-means算法原理
K-means算法是最常用的一种聚类算法。算法的输入为一个样本集（或者称为点集），通过该算法可以将样本进行聚类，具有相似特征的样本聚为一类。
针对每个点，计算这个点距离所有中心点最近的那个中心点，然后将这个点归为这个中心点代表的簇。一次迭代结束之后，针对每个簇类，重新计算中心点，然后针对每个点，重新寻找距离自己最近的中心点。如此循环，直到前后两次迭代的簇类没有变化。
下面通过一个简单的例子，说明K-means算法的过程。如下图所示，目标是将样本点聚类成3个类别。
2 基本的步骤为：
step1：选定要聚类的类别数目k（如上例的k=3类），选择k个中心点。
step2：针对每个样本点，找到距离其最近的中心点（寻找组织），距离同一中心点最近的点为一个类，这样完成了一次聚类。
step3：判断聚类前后的样本点的类别情况是否相同，如果相同，则算法终止，否则进入step4。
step4：针对每个类别中的样本点，计算这些样本点的中心点，当做该类的新的中心点，继续step2。
3 上述步骤的关键两点是：
- 找到距离自己最近的中心点。
- 更新中心点。
二、源代码
-
%------------------hand shape analysis
-
%
-
close all
-
format long
%显示小数点后4位的数据
-
%读入hand的landmark数值
-
-
fid=fopen(
'shapes.txt');
-
hand=fscanf(fid,
'%g %g',[
40,inf]);
% X(1,1)X(2,1)...X(56,1);X(1,2)X(2,2)...X(56,2)
-
% choose 40 shapes as a row column
-
Shape=
600*hand;
-
-
%-----------------------------------------------------
-
% shape 矩阵每行112列，对应一个手的数据，
-
% 前56列对应X坐标 后56列对应Y坐标
-
% Odata中所有形状的质点已经平移到原点
-
temp=Shape;
-
[temp,X,Y]=show2D(temp);
-
% %--------Show unaligned shape
-
% plot(X,Y,'r*');
-
% title('unaligned hands');
-
%------------------Compute the shape metric---------------------------
-
-
%-------------------------计算each Shape Size-------------------------
-
T=temp*temp';
% Diag的对角元素为∑(x^2+y^2)
-
V=diag(T);
% compute 对角线
-
size=sqrt(V);
% Size 为40×1矩阵
-
-
%------------------------将Size归一化--------------------------------
-
%%% 根据形状大小的函数满足S(ax)=aS(x),每个坐标都除以对应Size的值
-
for i=
1:
40
-
preHand(i,:)=temp(i,:)/size(i);
% preHand 为已经对准质点和大小
-
end
-
-
-
% -------------------------将各个形状以hand1为mean旋转------------------------
-
x1=preHand(
1,:);
% vector 1*40
-
-
x1=reshape(x1,
56,
2);
-
x2=preHand(
2,:);
-
-
for i=
2:
40
-
x3=preHand(i,:);
-
x2=reshape(x3,
56,
2);
-
XD=x1'*x2;
-
[U,S,V]=svd(XD);
-
I=x2*V*U';
-
preHand(i,:)=reshape(I,
1,
112);
-
end
-
-
aligned=preHand;
-
for i=
1:
40
-
for j=
1:
56
-
XX(i,j)=aligned(i,j);
% the mean x-axis coordinate of every landmark
-
YY(i,j)=aligned(i,j+
56);
% the mean y-axis coordinate of every landmark
-
end
-
end
-
plot(XX,YY,
'ro')
-
%-----------------compute the mean shape coordinates
-
% every column of colm is the mean cooridnate of all the 40 hands'
-
% coordinate respectively
-
colm=mean(aligned);
% mean(X) 求每一列元素的均值
-
for i=
1:
56
-
XX(i)=colm(i);
% the mean x-axis coordinate of every landmark
-
YY(i)=colm(i+
56);
% the mean y-axis coordinate of every landmark
-
end
-
-
% subplot(1,2,1);
-
% figure;
-
% plot(XX,YY,'g-',XX,YY,'rx'); % show the mean shape of 40 hands
-
% title('the Mean Shape of Aligned');
-
% title('b1=0');
-
%---------------------------------------------------------------
-
% tangent space projection
-
absx=colm*colm';absx=absx*absx;
-
for i=
1:
40
-
xo=dot(colm,aligned(i,:));
% 矩阵点乘
-
xt(i,:)=absx*aligned(i,:)/xo;
-
end
-
-
%---------------------------------------------------------------
-
% PCA
-
[signals,PC,V] = pca1(xt');
-
-
% eAB=xt*xt'; % 应该减去均值球协方差矩阵
-
% eAb=xt*xt'/39;
-
% % eBA=xt'*xt;
-
% [PC,V]=eig(eAB);
-
% [PC1,V1]=eig(eAb);
-
% V=diag(V);
-
% V1=diag(V1);
-
% sumV=40*mean(V);
-
% compute the eigenvector of eBA
-
% PC1=xt'*PC;
-
% figure(2)
-
% bar(V);
-
% title('Shape eigenvalue');
-
% xlabel('Eigenvalue');
-
% ylabel('variance expansion factor(percent)');
-
% now the shape model can be x=xmean+PC1*B,
-
% where b {-3*sqrt(λ)，3*sqrt(λ)}
-
% Pb=PC(:,1)*3*sqrt(V1(1));
-
Pb1=signals(:,
1)*
3*sqrt(V(
1));
-
%
-
% Xz=colm+Pb1';
-
% Xz=colm-Pb1';
-
Pb2=signals(:,
2)*
3*sqrt(V(
2));
-
Xz=colm-Pb2';
-
% Xz=colm-Pb2';
-
-
% for i=1:56
-
% Xp(i)=Xz(i); % the mean x-axis coordinate of every landmark
-
% Yp(i)=Xz(i+56); % the mean y-axis coordinate of every landmark
-
% end
-
-
function edgedemo(action, varargin)
-
%EDGEDEMO Edge detection demo.
-
% This demo uses the EDGE function to apply different edge detection
-
% methods to a variety of images. Use the pop-up menus to select an
-
% image and an edge detection method. You can control the parameters
-
% for the different methods by setting the values in the middle frame
-
% at the bottom of the figure. (The set of parameters differs
-
% depending on the method you choose.) Press the "Apply" button to
-
% calculate the edge map using the specified method and parameters.
-
%
-
% For the Sobel, Prewitt, and Roberts methods, the EDGE function
-
% finds edges by thresholding the gradient. For the Laplacian of
-
% Gaussian method, EDGE thresholds the slope of the zero crossings
-
% after filtering the image with a LoG filter. For the Canny method,
-
% EDGE thresholds the gradient using the derivative of a Gaussian
-
% filter.
-
%
-
% By default, the EDGE function automatically computes the threshold
-
% to use. To specify a different threshold manually (in order to
-
% detect more or fewer edges), click the radio button next to the
-
% edit box in the middle frame and enter the value in the text field.
-
% If you are using the Canny method, two thresholds are used: the
-
% high threshold is the value you specify, and the low threshold is
-
% 0.4 times the high threshold.
-
%
-
% For the Sobel and Prewitt methods, you can choose to detect
-
% horizontal edges, vertical edges, or both.
-
%
-
% For the Laplacian of Gaussian and Canny methods, you can specify
-
% sigma, the parameter that controls the spread of the Gaussian
-
% function. The size of the filter is set automatically by EDGE,
-
% based on the value of sigma.
-
%
-
% The Saturn and Lifting Body images are courtesy of NASA.
-
%
-
% See also EDGE.
-
-
% Copyright 1993-2004 The MathWorks, Inc.
-
% $Revision: 1.19.4.7 $ $Date: 2004/04/01 16:12:06 $
-
-
% Function subroutines:
-
%
-
% InitializeEDGEDEMO - Initialization of controls, axes, and
-
% Images.
-
%
-
% ComputeEdgeMap - Computes the Edge map of the original
-
% image using edge.m
-
%
-
% SelectMethod - Selects Edge Detection method and enable/disable
-
% the appropriate controls
-
%
-
% LoadNewImage - Loads the selected Image
-
%
-
% UpdateThreshCtrl - Grabs the threshold from the Edit box and
-
% enables the Apply button
-
%
-
% UpdateDirectionality - Sets the directionality string based on the
-
% popup menu.
-
%
-
% Radio - Sets values for Radio Buttons and enables/disables
-
% the threshold edit box.
-
%
-
% UpdateLOGSize - Grabs the LOG filter size from edit box
-
%
-
% UpdateLOGSigma - Grabs LOG filter Sigma from edit box
-
%
-
% ActivateSPRControls - Turns on controls for Sobel, Prewitt, Roberts
-
%
-
% ActivateLOGControls - Turns on controls for LOG.
-
-
if nargin<
1,
-
action=
'InitializeEDGEDEMO';
-
end;
-
-
feval(action,varargin{:});
-
return;
-
-
-
%%%
-
%%% Sub-function - InitializeEDGEDEMO
-
%%%
-
-
function InitializeEDGEDEMO()
-
-
% If dctdemo is already running, bring it to the foreground.
-
h = findobj(allchild(
0),
'tag',
'Edge Detection Demo');
-
if ~isempty(h)
-
figure(h(
1))
-
return
-
end
-
-
screenD = get(
0,
'ScreenDepth');
-
if screenD>
8
-
grayres=
256;
-
else
-
grayres=
128;
-
end
-
-
-
EdgeDemoFig = figure( ...
-
'Name',
'Edge Detection Demo', ...
-
'NumberTitle',
'off',
'HandleVisibility',
'on', ...
-
'tag',
'Edge Detection Demo', ...
-
'Visible',
'off',
'Resize',
'off',...
-
'BusyAction',
'Queue',
'Interruptible',
'off', ...
-
'Color', [.
8 .
8 .
8], ...
-
'IntegerHandle',
'off', ...
-
'DoubleBuffer',
'on', ...
-
'Colormap', gray(grayres));
-
-
figpos = get(EdgeDemoFig,
'position');
-
-
% Adjust the size of the figure window
-
figpos(
3:
4) = [
560
420];
-
horizDecorations =
10;
% resize controls, etc.
-
vertDecorations =
45;
% title bar, etc.
-
screenSize = get(
0,
'ScreenSize');
-
if (screenSize(
3) <=
1)
-
% No display connected (apparently)
-
screenSize(
3:
4) = [
100000
100000];
% don't use Inf because of vms
-
end
-
if (((figpos(
3) + horizDecorations) > screenSize(
3)) | ...
-
((figpos(
4) + vertDecorations) > screenSize(
4)))
-
% Screen size is too small for this demo!
-
delete(EdgeDemoFig);
-
error([
'Screen resolution is too low ', ...
-
'(or text fonts are too big) to run this demo']);
-
end
-
dx = screenSize(
3) - figpos(
1) - figpos(
3) - horizDecorations;
-
dy = screenSize(
4) - figpos(
2) - figpos(
4) - vertDecorations;
-
if (dx <
0)
-
figpos(
1) = max(
5,figpos(
1) + dx);
-
end
-
if (dy <
0)
-
figpos(
2) = max(
5,figpos(
2) + dy);
-
end
-
set(EdgeDemoFig,
'position', figpos);
-
-
rows = figpos(
4); cols = figpos(
3);
-
hs = (cols-
512) /
3;
% Horizantal Spacing
-
bot = rows-
2*hs-
256;
% Bottom of the images
-
-
%====================================
-
% Parameters for all buttons and menus
-
ifs = hs/
2;
% Intraframe Spacing
-
-
Std.Interruptible =
'off';
-
Std.BusyAction =
'queue';
-
-
%================================
-
% Original Image Axes
-
hdl.ImageAxes = axes(Std, ...
-
'Units',
'Pixels', ...
-
'Parent',EdgeDemoFig,...
-
'ydir',
'reverse', ...
-
'XLim', [.
5
256.5], ...
-
'YLim', [.
5
256.5],...
-
'CLim', [
0
255], ...
-
'Position',[hs bot
256
256], ...
-
'XTick',[],
'YTick',[]);
-
set(get(hdl.ImageAxes,
'title'),
'string',
'Original Image');
-
-
%================================
-
% Edge Map Axes
-
hdl.EdgeAxes = axes(Std, ...
-
'Units',
'Pixels', ...
-
'Parent',EdgeDemoFig,...
-
'ydir',
'reverse', ...
-
'XLim', [.
5
256.5], ...
-
'YLim', [.
5
256.5],...
-
'CLim', [
0
1], ...
-
'Position',[cols-hs-
256 bot
256
256], ...
-
'XTick',[],
'YTick',[]);
-
set(get(hdl.EdgeAxes,
'title'),
'string',
'Edge Map');
-
-
%================================
-
% Original Image
-
hdl.Image = image(Std, ...
-
'CData', [], ...
-
'CDataMapping',
'scaled', ...
-
'Parent',hdl.ImageAxes,...
-
'Xdata', [
1
256],...
-
'Ydata', [
1
256],...
-
'EraseMode',
'none');
-
-
%================================
-
% Edge Map Image
-
hdl.Edge = image(Std, ...
-
'CData', [], ...
-
'CDataMapping',
'scaled', ...
-
'Parent',hdl.EdgeAxes,...
-
'Xdata', [
1
256],...
-
'Ydata', [
1
256],...
-
'EraseMode',
'none');
-
-
% Background color for frames
-
bgcolor = [
0.45
0.45
0.45];
-
fgcolor = [
1
1
1];
% For text
-
-
%================================
-
% The Menu frame - image and method popups go here
-
mfleft=hs;
-
mfbot=hs;
-
mfwid=(
3*cols/
8)-
1.5*hs;
% 2*cols/7
-
mfht=bot-
2*hs;
-
hdl.MenuFrame = uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'frame', ...
-
'Units',
'pixels', ...
-
'Position', [mfleft mfbot mfwid mfht], ...
-
'BackgroundColor', bgcolor);
-
-
%====================================
-
% The LoadNewImage menu : ip-> Image Popup
-
ipwid = mfwid-
2*ifs;
-
ipht =
21;
% (mfht-5*ifs)/3;
-
ipleft = mfleft+ifs;
-
ipbot = mfbot+
1.7*ifs +
2*ipht;
-
hdl.ImgPop=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'popupmenu', ...
-
'Units',
'pixels', ...
-
'Position',[ipleft ipbot ipwid ipht], ...
-
'Enable',
'on', ...
-
'String',
'Coins|Circuit|Vertigo|Lifting Body|Rice|Saturn|Eight Bit|Glass', ...
-
'Tag',
'ImagesPop',...
-
'Callback',
'edgedemo('
'LoadNewImage'
')');
-
-
% Text label for Image Menu Popup
-
uicontrol( Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'text', ...
-
'Units',
'pixels', ...
-
'Position',[ipleft ipbot+ipht ipwid
18], ...
-
'Horiz',
'left', ...
-
'Background',bgcolor, ...
-
'Foreground',fgcolor, ...
-
'String',
'Select an Image:');
-
-
-
%====================================
-
% The Method menu : mp-> Method Popup
-
hdl.Method =
'Sobel';
-
mpwid = ipwid;
-
mpht = ipht;
-
mpleft = ipleft;
-
mpbot = mfbot+
1.2*ifs;
-
hdl.MethodPop=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'popupmenu', ...
-
'Units',
'pixels', ...
-
'Position',[mpleft mpbot mpwid mpht], ...
-
'Enable',
'on', ...
-
'String',
'Sobel|Prewitt|Roberts|Laplacian of Gaussian|Canny', ...
-
'Tag',
'MethodPop',...
-
'Callback',
'edgedemo('
'SelectMethod'
')');
-
-
% Text label for Method Popup
-
uicontrol( Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'text', ...
-
'Units',
'pixels', ...
-
'Position',[mpleft mpbot+mpht mpwid
18], ...
-
'Horiz',
'left', ...
-
'Background',bgcolor, ...
-
'Foreground',fgcolor, ...
-
'String',
'Edge Detection Method:');
-
-
-
%================================
-
% The Parameter frame - method specific parameters go here
-
pfleft =(
3*cols/
8)+
0.5*hs;
% 2*cols/7
-
pfbot =
1.5*hs;
-
pfwid =(
3*cols/
8)-hs;
% 3*cols/7
-
pfht = bot-
2.5*hs;
-
hdl.ParamFrame = uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'frame', ...
-
'Units',
'pixels', ...
-
'Position', [ pfleft pfbot pfwid pfht ], ...
-
'BackgroundColor', bgcolor);
-
-
%====================================
-
% Controls for Sobel/Prewitt/Roberts edge detectors:
-
-
% Text label for Threshold Controls
-
labelleft = pfleft+ifs;
-
labelwid = pfwid/
2-hs;
-
labelbot = pfbot+
2*pfht/
3;
-
hdl.sprThLbl = uicontrol(Std,...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'text', ...
-
'Units',
'pixels', ...
-
'Position',[labelleft labelbot labelwid
18], ...
-
'Horiz',
'left', ...
-
'String',
'Threshold:', ...
-
'BackgroundColor',bgcolor, ...
-
'ForegroundColor',fgcolor);
-
hdl.Threshold =
0;
% Initial value
-
-
raleft = pfleft + pfwid/
2 - hs/
2;
-
rabot = pfbot+
2*pfht/
3+hs/
6;
-
rawid = pfwid/
2;
-
raht = ipht;
-
hdl.RadioAutomatic=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'radiobutton', ...
-
'Units',
'pixels', ...
-
'Position',[raleft rabot rawid raht], ...
-
'String',
'Automatic', ...
-
'value',
1,
'Userdata',
1, ...
-
'Callback',
'edgedemo('
'Radio'
','
'auto'
')');
-
-
rmleft = pfleft + pfwid/
2 - hs/
2;
-
rmbot = pfbot+pfht/
3+hs/
3;
-
rmwid = hs*
1.5;
-
rmht = ipht;
-
hdl.RadioManual=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'radiobutton', ...
-
'Units',
'pixels', ...
-
'Position',[rmleft rmbot rmwid rmht], ...
-
'String',
'', ...
-
'value',
0,
'Userdata',
0, ...
-
'Callback',
'edgedemo('
'Radio'
','
'manual'
')');
-
-
thleft = rmleft+rmwid;
-
thwid = rawid-rmwid;
-
thbot = rmbot;
-
thht = rmht;
-
hdl.ThreshCtrl = uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Enable',
'off', ...
-
'Style',
'edit', ...
-
'Units',
'pixels', ...
-
'Position',[thleft thbot thwid thht], ...
-
'Horiz',
'right', ...
-
'Background',
'white', ...
-
'Foreground',
'black', ...
-
'String',
'0',...
-
'callback',
'edgedemo('
'UpdateSprThresh'
')');
-
-
-
-
% The Directionality Popup menu : dp-> Direction Popup
-
dpwid = pfwid/
2;
-
dpht = ipht;
-
dpleft = pfleft + pfwid/
2 - hs/
2;
-
dpbot = pfbot+.
4*hs;
-
hdl.sprDirPop=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'popupmenu', ...
-
'Units',
'pixels', ...
-
'Position',[dpleft dpbot dpwid dpht], ...
-
'Enable',
'on', ...
-
'String',
'Both|Horizontal|Vertical', ...
-
'Tag',
'DirectionPop',...
-
'Callback',
'edgedemo('
'UpdateDirectionality'
')');
-
% Text label for Directionality Popup
-
labelleft = pfleft+ifs;
-
labelwid = pfwid/
2-hs;
%5*hs/4
-
labelbot = dpbot;
-
hdl.sprDirLbl = uicontrol( Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'text', ...
-
'Units',
'pixels', ...
-
'Position',[labelleft labelbot labelwid
18], ...
-
'Horiz',
'left', ...
-
'Background',bgcolor, ...
-
'Foreground',fgcolor, ...
-
'String',
'Direction:');
-
hdl.Directionality =
'both';
-
-
-
hdl.logSigmaCtrl=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'edit', ...
-
'Units',
'pixels', ...
-
'Position',[dpleft dpbot dpwid dpht], ...
-
'Horiz',
'right', ...
-
'Background',
'white', ...
-
'Foreground',
'black', ...
-
'String',
'2', ...
-
'Tag',
'DirectionPop',...
-
'Visible',
'off', ...
-
'Callback',
'edgedemo('
'UpdateLOGSigma'
')');
-
% Text label for Sigma edit box
-
hdl.logSigmaLbl = uicontrol( Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'text', ...
-
'Units',
'pixels', ...
-
'Position',[labelleft labelbot labelwid
18], ...
-
'Horiz',
'left', ...
-
'Background',bgcolor, ...
-
'Foreground',fgcolor, ...
-
'Visible',
'off', ...
-
'String',
'Sigma:');
-
hdl.LogSigma =
2;
-
-
%====================================
-
% Status bar
-
colr = get(EdgeDemoFig,
'Color');
-
hdl.Status = uicontrol( Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'text', ...
-
'Units',
'pixels', ...
-
'Background', colr, ...
-
'Foreground', [.
8
0
0], ...
-
'Position',[pfleft
2 pfwid
18], ...
-
'Horiz',
'center', ...
-
'Tag',
'Status', ...
-
'String',
'Initializing Edge Detection Demo...');
-
-
%================================
-
% The Button frame - Apply, Info, and Close buttons go here
-
bfleft = (
3*cols/
4)+.
5*hs;
% 5*cols/7
-
bfbot = hs;
-
bfwid = (cols/
4)-
1.5*hs;
% 2*cols/7
-
bfht = bot-
2*hs;
-
hdl.ButtonFrame = uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'frame', ...
-
'Units',
'pixels', ...
-
'Position', [ bfleft bfbot bfwid bfht ], ...
-
'BackgroundColor', bgcolor);
-
-
-
%====================================
-
% The APPLY button
-
btnwid = bfwid -
2*ifs;
-
btnht = (bfht-
4*ifs)/
3;
% 21
-
btnleft = bfleft + ifs;
-
btnbot = bfbot + bfht - ifs - btnht;
-
hdl.Apply=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'pushbutton', ...
-
'Units',
'pixels', ...
-
'Position',[btnleft btnbot btnwid btnht], ...
-
'Enable',
'off', ...
-
'String',
'Apply', ...
-
'Callback',
'edgedemo('
'ComputeEdgeMap'
')');
-
-
%====================================
-
% The INFO button
-
btnbot = bfbot + bfht -
2*ifs -
2*btnht;
-
hdl.Help=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'pushbutton', ...
-
'Units',
'pixels', ...
-
'Position',[btnleft btnbot btnwid btnht], ...
-
'Enable',
'off', ...
-
'String',
'Info', ...
-
'Callback',
'helpwin edgedemo');
-
-
%====================================
-
% The CLOSE button
-
btnbot = bfbot + ifs;
-
hdl.Close=uicontrol(Std, ...
-
'Parent', EdgeDemoFig, ...
-
'Style',
'pushbutton', ...
-
'Units',
'pixels', ...
-
'Position',[btnleft btnbot btnwid btnht], ...
-
'Enable',
'off', ...
-
'String',
'Close', ...
-
'Callback',
'close(gcbf)');
-
-
-
set(EdgeDemoFig,
'Userdata', hdl,
'Visible',
'on');
-
drawnow
-
LoadNewImage(EdgeDemoFig);
-
drawnow
-
set(EdgeDemoFig,
'HandleVisibility',
'Callback');
-
set([hdl.Apply hdl.Help hdl.Close] ,
'Enable',
'on');
-
return
-
-
-
%%%
-
%%% Sub-Function - ComputeEdgeMap
-
%%%
-
-
function ComputeEdgeMap(DemoFig)
-
-
if nargin<
1
-
callb =
1;
% We're in a callback
-
DemoFig = gcbf;
-
else
-
callb =
0;
% We're in the initialization
-
end
三、运行结果
四、备注
完整代码或者仿真咨询添加QQ1575304183
转载：https://blog.csdn.net/weixin_50197058/article/details/117089878
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