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⛄ 内容介绍
对交通灯的识别主要基于对交通灯的色彩及形状特征.基于信号灯的亮度对其进行分割,提取,并设置了一种自动最优选择阈值的方法.再由HIS彩色空间的H信息识别颜色.最后根据二值化的交通灯的横坐标和纵坐标方向的投影进行形状匹配识别.
⛄ 部分代码
function varargout = Traffic_Iden(varargin)% TRAFFIC_IDEN MATLAB code for Traffic_Iden.fig% TRAFFIC_IDEN, by itself, creates a new TRAFFIC_IDEN or raises the existing% singleton*.%% H = TRAFFIC_IDEN returns the handle to a new TRAFFIC_IDEN or the handle to% the existing singleton*.%% TRAFFIC_IDEN('CALLBACK',hObject,eventData,handles,...) calls the local% function named CALLBACK in TRAFFIC_IDEN.M with the given input arguments.%% TRAFFIC_IDEN('Property','Value',...) creates a new TRAFFIC_IDEN or raises the% existing singleton*. Starting from the left, property value pairs are% applied to the GUI before Traffic_Iden_OpeningFcn gets called. An% unrecognized property name or invalid value makes property application% stop. All inputs are passed to Traffic_Iden_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 Traffic_Iden% Last Modified by GUIDE v2.5 08-Jan-2023 14:55:07% Begin initialization code - DO NOT EDITgui_Singleton = 1;gui_State = struct('gui_Name', mfilename, ...'gui_Singleton', gui_Singleton, ...'gui_OpeningFcn', @Traffic_Iden_OpeningFcn, ...'gui_OutputFcn', @Traffic_Iden_OutputFcn, ...'gui_LayoutFcn', [] , ...'gui_Callback', []);if nargin && ischar(varargin{1})gui_State.gui_Callback = str2func(varargin{1});endif nargout[varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});elsegui_mainfcn(gui_State, varargin{:});end% End initialization code - DO NOT EDIT% --- Executes just before Traffic_Iden is made visible.function Traffic_Iden_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 Traffic_Iden (see VARARGIN)% Choose default command line output for Traffic_Idenhandles.output = hObject; %下面全部为设定作图区域属性handles.cd0 = cd;handles.Color = 0;handles.I = [];axes(handles.axes1);set(gca,'Xtick',[]);set(gca,'Ytick',[]);box on;axes(handles.axes2);set(gca,'Xtick',[]);set(gca,'Ytick',[]);box on;axes(handles.axes3);set(gca,'Xtick',[]);set(gca,'Ytick',[]);box on;axes(handles.axes4);set(gca,'Xtick',[]);set(gca,'Ytick',[]);box on;% Update handles structureguidata(hObject, handles);% UIWAIT makes Traffic_Iden wait for user response (see UIRESUME)% uiwait(handles.figure1);% --- Outputs from this function are returned to the command line.function varargout = Traffic_Iden_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 structurevarargout{1} = handles.output;% --- Executes on button press in radiobutton3.function radiobutton3_Callback(hObject, eventdata, handles)% hObject handle to radiobutton3 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hint: get(hObject,'Value') returns toggle state of radiobutton3% --- Executes on button press in radiobutton4.function radiobutton4_Callback(hObject, eventdata, handles)% hObject handle to radiobutton4 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hint: get(hObject,'Value') returns toggle state of radiobutton4% --- Executes on button press in radiobutton5.function radiobutton5_Callback(hObject, eventdata, handles)% hObject handle to radiobutton5 (see GCBO)% eventdata reserved - to be defined in a future version of MATLAB% handles structure with handles and user data (see GUIDATA)% Hint: get(hObject,'Value') returns toggle state of radiobutton5% --- 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)%% 读图,图像gui按钮一,进行读图处理[filename, cd1] = uigetfile( ...{'*.tif;*.TIF;*.JPG;*.jpg;*.bmp;*.BMP;*.jpeg;*.JPEG;','Image file';...'*.*', 'All file (*.*)'},'Pick an Image'); %定义文件后缀axes(handles.axes1);cla; %定义作图区域axes(handles.axes2);cla; %定义作图区域axes(handles.axes3);cla; %定义作图区域axes(handles.axes4);cla; %定义作图区域if filename %文件路径cd(cd1);d = imread(filename); %读取文件名cd(handles.cd0);handles.I = d; %定义句柄handles.sin=d;axes(handles.axes1); %设置作图区域为1imshow(d); %展示图片handles.filename = filename; %设置句柄box on;endhandles.Color = 0;cd(handles.cd0);set(handles.text2,'string',''); %显示空字符guidata(hObject, handles);
⛄ 运行结果


⛄ 参考文献
[1] 朱玥凝.基于Matlab图像识别的交通信号灯智能控制[J].信息通信, 2016(11):2.DOI:10.3969/j.issn.1673-1131.2016.11.044.
[2] 张玉宝,赵玮.基于Matlab图像识别的交通信号灯智能控制[J].工业, 2015, 000(025):P.140-140.
[3] 李佳阳,刘奇.基于MATLAB的交通信号灯识别方法[J].甘肃科技, 2016, 32(23):4.DOI:10.3969/j.issn.1000-0952.2016.23.015.
该文介绍了一个基于Matlab的交通灯识别系统,利用信号亮度进行分割和颜色识别,通过HIS彩色空间的H信息来区分颜色,并运用形状匹配技术进行识别。代码示例展示了界面初始化和部分功能回调函数。
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