comparison util/AMT_analysis.m @ 8:33850553b702

(none)

+function AMT_res = AMT_analysis(Problem, solver)
+%%% Automatic Music Transcription results analysis
+%   Ivan Damnjanovic 2009
+%   
+%   If wav file that is transcribed is generated from midi file (i.e. if
+%   groundtruth exists) transcription is comapred to the original notes and
+%   AMT_res structure is generated. It contains following fields:
+%   -   tp_notes - true positive notes (notes corectly transcribed)
+%   -   oe_notes - octave errors (erroes due to imperfect pitch estimation)
+%   -   fn_notes_wo_oe - false negative notes without octave errors
+%                        (notes that were not detected)
+%   -   fp_notes_wo_oe - false positive notes without octave erors
+%   -   TP - number of true positives
+%   -   FN - number of false negatives
+%   -   FP - number of false positives
+
+timeOr=Problem.notesOriginal(:,5);
+noteOr=Problem.notesOriginal(:,3);
+timeTr=solver.reconstructed.notes(:,5);
+noteTr=solver.reconstructed.notes(:,3);
+n=size(timeOr,1);
+m=size(timeTr,1);
+
+%   tolerance (ts) is set to one window before and after the reference offset
+%   time
+
+ts=(Problem.windowSize)/Problem.fs;
+
+Hits=[];
+OE=[];
+
+for i=1:n
+    Hit= find((noteTr(:)==noteOr(i))&(abs(timeOr(i)-timeTr(:))<ts));
+    if size(Hit,1)>1 Hit=Hit(1); end
+    if ~isempty(Hit) Hits=[Hits; i , Hit];
+    else
+        OctErr=find(((noteTr(:)==noteOr(i)-12)|(noteTr(:)==noteOr(i)-24))&(abs(timeOr(i)-timeTr(:))<ts), 1);
+        if ~isempty(OctErr) OE=[OE; i , OctErr]; end
+    end
+end
+
+AMT_res.tp_notes = [Problem.notesOriginal(Hits(:,1),[3 5]) solver.reconstructed.notes(Hits(:,2),[3 5])];
+AMT_res.oe_notes = [Problem.notesOriginal(OE(:,1),[3 5]) solver.reconstructed.notes(OE(:,2),[3 5])];
+AMT_res.fn_notes_wo_oe = Problem.notesOriginal(setdiff([1:n],union(Hits(:,1),OE(:,1))),[3 5]);
+AMT_res.fp_notes_wo_oe = solver.reconstructed.notes(setdiff([1:m],union(Hits(:,2),OE(:,2))),[3 5]);
+AMT_res.TP=size(Hits,1);
+AMT_res.FN=n-AMT_res.TP;
+AMT_res.FP=m-AMT_res.TP;
+end