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authorshamikam2017-01-16 02:56:17 +0530
committershamikam2017-01-16 02:56:17 +0530
commita6df67e8bcd5159cde27556f4f6a315f8dc2215f (patch)
treee806e966b06a53388fb300d89534354b222c2cad /macros/selectStrongestBbox.sci
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+function [selectedBbox,selectedScore,varargout]=selectStrongestBbox(bBox,score,varargin)
+// Selecting strongest bounding boxes
+//
+// Calling Sequence
+// [selectedBbox, selectedScore]= selectStrongestBbox(bBox,score);
+// [selectedBbox, selectedScore]= selectStrongestBbox(bBox,score,Name,Value);
+// [selectedBbox, selectedScore, selectionIndex]= selectStrongestBbox(bBox,score,Name,Value);
+//
+// Parameters
+// bBox: Each row represents one bounding box specified as [x y width height];
+// score: Confidence Score of bounding box
+// varargin: optinal (Name,Value) pair arguments
+// Optional arguments can be
+// <itemizedlist>
+// <listitem><para>RatioType: method to compute the ratio of the intersection area between two boxes and it is specified as string, possile values are 'Union', 'Min' </para></listitem>
+// <listitem><para>overlapThreshold: It specifies maximum overlap ratio, if overlap ration is more than this corresponding bounding box will be removed, possible range is 0 to 1</para></listitem>
+// <itemizedlist>
+//
+// Description
+// Returns strongest bounding boxes as per the given RatioType and OverlapThreshold and additionally it returns the index of the selected boxes
+//
+// Examples
+// box(1)=[100 200 150 140];
+// box(2)=[100 180 140 160];
+// score(1)=0.03;
+// score(2)=0.05;
+// [sb ss]=selectStrongestBbox(box,score);
+
+ [lhs,rhs]=argn(0)
+
+ if rhs<2 then
+ error(msprintf(" Not enough input arguments"))
+ elseif rhs>6 then
+ error(msprintf(" Too many input arguments to the function"))
+ elseif lhs<2 then
+ error(msprintf(" Not enough output arguments"))
+ elseif lhs>3 then
+ error(msprintf(" Too many output arguments"))
+ end
+ [bBoxRows bBoxCols]=size(bBox);
+ [scoreRows scoreCols]=size(score);
+ if ~bBoxCols==4 then
+ error(msprintf("bounding box matrix must be M*4"))
+ elseif ~scoreCols==1 then
+ error(msprintf(" score matrix must be M*1"))
+ elseif ~bBoxRows==scoreRows then
+ error(msprintf(" The number of bounding boxes and scores should be same"))
+ elseif ~isreal(bBox)
+ error(msprintf(" Wrong input argument,complex matrix is not expected"))
+ end
+ for i=1:bBoxRows
+ if bBox(i,3)<0 | bBox(i,4)<0
+ error(msprintf(" The width and height of the bounded box must be positive"))
+ end
+ end
+
+ ratioType=1;
+ overlapThreshold=0.5;
+ for i=1:2:rhs-2
+ if strcmpi(varargin(i),"RatioType")==0 then
+ i=i+1;
+ if strcmpi(varargin(i),'union')== 0 then
+ ratioType=1;//1-union
+ elseif strcmpi(varargin(i),'min')==0 then
+ ratioType=0;//0-min
+ else
+ error(msprintf(" wrong value for the ratio type,it must be union or min"))
+ end
+ elseif strcmpi(varargin(i),'OverlapThreshold')==0 then
+ i=i+1;
+ if 0<=varargin(i) & varargin(i)<=1 then
+ overlapThreshold=varargin(i)
+ else
+ error(msprintf("wrong value for the overlapThreshold,it must be in between 0 and 1"))
+ end
+ else
+ error(msprintf(_(" Wrong value for input argument")));
+ end
+ end
+ for i=1:bBoxRows
+ index(i)=i;
+ end
+ score_temp=score(:,1);
+ for i=1:bBoxRows
+ for j=i+1:bBoxRows
+ if score_temp(i,1)<score_temp(j,1)
+ temp=score_temp(i,1);
+ score_temp(i,1)=score_temp(j,1);
+ score_temp(j,1)=temp;
+ temp=index(i);
+ index(i)=index(j);
+ index(j)=temp;
+ end
+ end
+ end
+ bBox_temp=bBox(index,:);
+ selection=ones(size(bBox_temp,1),1);
+ area = bBox_temp(:,3).*bBox_temp(:,4);
+ x1 = bBox_temp(:,1);
+ x2 = bBox_temp(:,1)+bBox_temp(:,3);
+ y1 = bBox_temp(:,2);
+ y2 = bBox_temp(:,2)+bBox_temp(:,4);
+ for i = 1:bBoxRows
+ if selection(i)
+ for j = (i+1):bBoxRows
+ if selection(j)
+ width = min(x2(i), x2(j)) - max(x1(i), x1(j));
+ height = min(y2(i), y2(j)) - max(y1(i), y1(j));
+ intersectionArea = width * height;
+ if ratioType
+ overlapRatio = intersectionArea/(area(i)+area(j)-intersectionArea);
+ else
+ overlapRatio = intersectionArea/min(area(i), area(j));
+ end
+
+ if overlapRatio > overlapThreshold
+ selection(j) = 0;
+ end
+ end
+ end
+ end
+ end
+ k=1;
+ for i=1:bBoxRows
+ if selection(i)
+ selectionIndex(k)=i;
+ indexOriginal(k)=index(i);
+ k=k+1;
+ end
+ end
+ //disp(indexOriginal);
+ [selectedIndexRows selectedIndexRows]=size(selectionIndex)
+ for i=1:selectedIndexRows
+ for j=i+1:selectedIndexRows
+ if indexOriginal(i)>indexOriginal(j)
+ temp=indexOriginal(i);
+ indexOriginal(i)=indexOriginal(j)
+ indexOriginal(j)=temp;
+ end
+ end
+ end
+ //disp("original indexes");
+ //disp(indexOriginal);
+ selectedBbox=bBox(indexOriginal,:);
+ selectedScore=score(indexOriginal,:);
+ varargout(1)=indexOriginal;
+endfunction