图像显著性检测评价指标P-R，F值等相关问题

Question

求~这些评价指标的matlab程序~~需要比较多种检测方法的结果，生成比较图~~求助求助

Answer 1

贴一个码，不过我还没有调试成功
function Plot_PreRecallThousand
%%
clear;
% Mapdir = 'E:\BenchMap\mapBerke\';
% Mapdir = 'E:\BenchMap\Equp\';
% Mapdir = 'e:\BenchMap\GbvsMapSED1\';
% Mapdir = 'e:\OURCMRE\Wberkelmap\';
Mapdir = 'E:\BenchMap\mapBerke\';
%GroundDir = 'E:\pagerank\grdsed2\';bijaohao
% GroundDir = 'E:\dataset\BSD300Masks';
% GroundDir = 'E:\OURCMRE\BSD300Masks\';
% GroundDir = 'E:\OURCMRE\grdsed1\';
GroundDir = 'E:\OURCMRE\binary mask\';
cd (GroundDir);
ImgEnum=dir('*.bmp'); ImgNum=length(ImgEnum);%图像数量
Pre = zeros(21,1);
Recall = zeros(21,1);

% FMeasure = zeros(21,1);
jj=0; PreF = 0; RecallF = 0; FMeasureF = 0; FigAnd = 0; bigthreshold = 0; ThresholdAnd = 0;
for i=1:ImgNum

i

cd(GroundDir);
Binary = imread( ImgEnum(i).name );
NumOne= length( find(Binary(:,:,1) >0) );
[height,width] = size( Binary(:,:,1) );

cd (Mapdir);
mapImg = imread( strcat( ImgEnum(i).name(1:end-4),'_sparse.jpg' ) );    

% Label2 = imread( ImgEnum(i).name );
Label2 = mat2gray( mapImg );

%% thou berke Pre recall

if NumOne ~= 0
jj=jj+1; mm = 1;

for j = 0 : .05 : 1
Label3 = zeros( height, width );

Label3( Label2>=j )=1;

NumRec = length( find( Label3==1 ) );

   LabelAnd = Label3 & Binary(:,:,1);   
   NumAnd = length( find( LabelAnd==1 ) );
   if NumAnd == 0
       FigAnd = FigAnd + 1;
       break;  
   end
   Pretem = NumAnd/NumRec;    
   Recalltem =  NumAnd/NumOne;

   Pre(mm) = Pre(mm) +  Pretem;  
   Recall(mm) = Recall(mm) + Recalltem;

% FMeasure(mm) = FMeasure(mm) + ( (1 + .3) * Pretem * Recalltem ) / ( .3 * Pretem + Recalltem );
mm = mm + 1;
end

  sumLabel =  2* sum( sum(Label2) ) / (height*width) ;
  if ( sumLabel >= 1 )           
          sumLabel = .902 ;    bigthreshold = bigthreshold +1;
  end       

   Label3 = zeros( height, width );
   Label3( Label2>=sumLabel ) = 1;       

   NumRec = length( find( Label3==1 ) );

   LabelAnd = Label3 & Binary(:,:,1);        
   NumAnd = length( find ( LabelAnd==1 ) );

   if NumAnd == 0
       ThresholdAnd = ThresholdAnd +1;
       continue;
   end

   PreFtem = NumAnd/NumRec; 
   RecallFtem = NumAnd/NumOne;   

   PreF = PreF +    PreFtem;   
   RecallF = RecallF +    RecallFtem;

   FMeasureF = FMeasureF + ( ( ( 1 + .3) * PreFtem * RecallFtem ) / ( .3 * PreFtem + RecallFtem ) );

end

end
%% Mean Pre Recall

FigAnd
ThresholdAnd
bigthreshold
cd 'E:\ourcmre\mapcodemap\';
Pre = Pre ./jj ;
Recall = Recall ./jj;

% FMeasure = FMeasure ./ jj;

PreF = PreF /jj
RecallF = RecallF /jj
FMeasureF = FMeasureF / jj

save( Mapdir( end-13: end-1) , 'Pre', 'Recall', 'FMeasureF','PreF','RecallF'); % 'FMeasure',

figure(1);
hold on;

plot(Recall ,Pre, 'r' );

xlabel('Recall');
ylabel('Precision');

grid on;
hold off;

% figure(2);
% hold on;
% plot(Pre, 'r' );
% xlabel('Threshold');
% ylabel('Pre');
% grid on;
% hold off;
%
% figure(3);
% hold on;
% plot(Recall, 'r' );
% xlabel('Threshold');
% ylabel('Recall');
% grid on;
% hold off;
%
% figure(4);
% hold on;
% plot( FMeasure, 'r' );
% xlabel('Threshold');
% ylabel('FMeasure');
% grid on;
% hold off;