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DotsTrack.m
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DotsTrack.m
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function p = DotsTrack(fName, p0, varargin)
%DOTSTRACK - track features through an image sequence
%
% usage: p = DotsTrack(fName, p0, ...)
%
% this procedure tracks a set of interactively selected image features (such as blue dots)
% through an image sequence specified by movie FNAME
%
% close the window while paused to return P, an array-of-structs for tracked points with fields
% POS - [X,Y] (pixel coordinates, relative to ULC origin)
% LABEL - point id string
% FRAME - 1-based frame number of fitted image (FRAME and TIME valid only for first point of set)
% TIME - 0-based offset of frame from beginning of movie in seconds
% STATUS - []: untracked; 0: valid; 1: failed tracking step; 2: user flagged invalid pt (tracking skipped)
% CONF - tracking step confidence value
%
% initial P0 [1 x nPoints] as returned by DOTSPLACE or an existing series [nFrames x nPoints]
% as returned by a previous call to DOTSTRACK (in this case only existing frames can be modified)
% by default will resume processing from the last completed frame; specify FRAMES to override
%
% the procedure will pause and display any frame where it has failed to successfully track
% a point; in this frame the problematic location(s) will be displayed as a red "+" symbol
% click within its expected tracking location to update
%
% right click on a point to toggle its status: 'invalid' points are ignored during tracking
%
% optional 'NAME',VALUE parameters:
% FRAMES - constrain tracking to these frame numbers (default all)
% PARAMS - override point tracker parameters (cf. help vision.pointTracker)
% TIMES - constrain tracking to these intevals (secs); [nInts x start,stop]
% XFORM - conditioning function applied to each frame (e.g., @(img) 255-uint8(mean(img,3)))
%
% to extract points as an [nFrames x X,Y x nPoints] array:
% p(cellfun(@isempty,{p(:,1).POS}),:) = []; % delete trailing empty frames
% xy = permute(reshape(cell2mat({p.POS}),[2,size(p,1),size(p,2)]),[2 1 3]);
% figure; pp2(xy); set(gca,'ydir','reverse'); legend({p(1,:).LABEL})
%
% to plot CONF:
% c = reshape(cell2mat({p(:,:).CONF}),size(p,2),size(p,1))'; figure; pp1(c);
%
% requires Computer Vision Toolbox
%
% see also DOTSPLACE, DOTSPLOT
% mkt 01/15
% mkt 10/15 support for names and structured points arrays
% mkt 06/17 allow stepping without tracking (to move through invalid regions)
% mkt 06/18 fix overrun on specified frames
% callback handlers
if nargin < 2, eval('help DotsTrack'); return; end;
if nargin >= 3,
switch varargin{1},
case 'CBPAUSE', % B0 pressed; interrupt active tracking
set(varargin{2},'value',1); % tbh
return;
case 'CBBTNGRP', % button group selection change
set(gcbf,'userData',get(p0.NewValue,'userData'));
uiresume;
return;
case 'CBMENU', % validity popup: change status (0 valid, 1 invalid)
if strcmp(get(gcbo,'checked'),'on'),
set(gcbo,'checked','off'); n = logical(0);
set(get(gcbo,'userdata'),'color','g');
else
set(gcbo,'checked','on'); n = logical(1);
set(get(gcbo,'userdata'),'color','k');
end;
invalid = get(gca,'userdata'); invalid(varargin{2}) = n; set(gca,'userdata',invalid);
return;
otherwise, % fall through
end;
end;
% parse args
frames = [];
times = [];
params = {'MaxBidirectionalError',3};
xform = [];
for ai = 2 : 2 : length(varargin),
switch upper(varargin{ai-1}),
case 'FRAMES', frames = varargin{ai};
case 'TIMES', times = varargin{ai};
case 'PARAMS', params = varargin{ai};
case 'XFORM', xform = varargin{ai};
otherwise, error('unrecognized parameter (%s)', varargin{ai-1});
end;
end;
% open the movie
try, mh = VideoReader(fName); catch, error('unable to open movie file %s', fName); end;
if verLessThan('matlab','8.5.0'),
nFrames = get(mh,'NumberOfFrames');
frameRate = get(mh,'FrameRate');
else,
frameRate = mh.FrameRate;
nFrames = floor(mh.Duration*frameRate);
end;
% map times to frames (ignore if frames also specified)
if ~isempty(times) && isempty(frames),
f = floor(times*frameRate)+1;
for k = 1 : size(f,1), frames = [frames , f(k,1):f(k,2)]; end;
end;
frames(frames > nFrames) = []; % delete out-of-range frames
if size(p0,1) == 1, % point template
if isempty(frames), frames = [1:nFrames]; end;
p(length(frames),size(p0,2)) = p0(1);
p(end,end).POS = []; p(end,end).LABEL = [];
p(1,:) = p0;
for fi = 1 : length(frames),
p(fi,1).FRAME = frames(fi);
p(fi,1).TIME = (frames(fi)-1)/frameRate;
end;
else, % point series: make sure requested frames available
p = p0;
pFrames = cell2mat({p(:,1).FRAME});
if isempty(frames),
frames = pFrames;
else,
unknownFrames = setdiff(frames,pFrames);
if ~isempty(unknownFrames),
unknownFrames
error('FRAMES not found in P0 series');
end;
end;
end;
if length(frames) > length(unique(frames)),
error('FRAMES contains duplicates (must be unique)');
end;
if isempty(frames),
error('no specified FRAMES available in %s', fName);
end;
% get starting frame
if size(p0,1) == 1,
idx = 1;
else,
k = find(cellfun(@isempty,{p.STATUS}),1);
if isempty(k), idx = 1; else idx = k-1; end; % last non-empty frame
end;
% display the first image
img = GetMovieFrame(mh,frames(idx));
if ~isempty(xform), f = xform{1}; a = xform(2:end); img = f(img,a{:}); end;
[fh,ih] = implot(img);
set(fh,'userdata',0,'menubar','none');
% display markers
xy = cell2mat({p(idx,:).POS}');
invalid = cell2mat({p(idx,:).STATUS});
if isempty(invalid),
invalid = logical(zeros(1,size(p,2))); % assume all untracked points valid initially
else,
invalid = logical(bitget(invalid,2)); % bit two defines user-specified invalidity
end;
set(gca,'userdata',invalid); % gca userdata holds copy of invalid map
labels = {p(idx,:).LABEL};
m = uicontextmenu; uimenu(m,'label','one'); uimenu(m,'label','two','callback','disp(gcbo)');
colors = 'cgrkm'; % provisional, good, bad track, invalid, bad+invalid
checked = {'off','on'}; % valid, invalid
for k = 1 : length(labels),
m = uicontextmenu; % menu handle userdata points to line handle for color change in callback
hh(k) = uimenu(m,'label','INVALID','checked',checked{invalid(k)+1},'callback',{@DotsTrack,'CBMENU',k});
if isempty(p(idx,k).STATUS), c = 1; else, c = p(idx,k).STATUS+2; end;
lh(k) = line(xy(k,1),xy(k,2),'color',colors(c),'marker','+','linestyle','none','TAG','DTRK','uicontextmenu',m);
set(hh(k),'userdata',lh(k));
th(k) = text(xy(k,1),xy(k,2),[' ',labels{k}],'color','w','TAG','DTRK','uicontextmenu',m,'interpreter','none');
end
% init controls: gcf userdata maps state
bgh = uibuttongroup(fh,'units','pixels','position',[5 5 131 20]);
uicontrol(bgh,'style','togglebutton','position',[2 2 25 15],'string','<<','userdata',-2);
uicontrol(bgh,'style','pushbutton','position',[27 2 25 15],'string','<','callback','set(gcbf,''userdata'',-1);uiresume');
b0 = uicontrol(bgh,'style','togglebutton','position',[52 2 25 15],'string','O','userdata',0);
uicontrol(bgh,'style','pushbutton','position',[77 2 25 15],'string','>','callback','set(gcbf,''userdata'',1);uiresume');
uicontrol(bgh,'style','togglebutton','position',[102 2 25 15],'string','>>','userdata',2);
set(bgh,'SelectedObject',b0,'SelectionChangeFcn',{@DotsTrack,'CBBTNGRP'},'interruptible','on');
bh = bgh;
bh(2) = uicontrol(fh,'style','edit','position',[5 27 51 18],'horizontalAlignment','right','enable','inactive','string','Frame: ');
bh(3) = uicontrol(fh,'style','edit','position',[54 27 81 18],'horizontalAlignment','left', ...
'string',sprintf(' %04d',frames(1)),'callback','set(gcbf,''userdata'',3);uiresume');
bh(4) = uicontrol(fh,'style','togglebutton','position',[5 47 73 20],'string','PAUSED','value',1,'callback','uiresume');
bh(5) = uicontrol(fh,'style','pushbutton','position',[78 47 58 20],'string','MODIFY','callback','set(gcbf,''userdata'',4);uiresume');
efh = bh(3); % frame field alias
tbh = bh(4); % tracking button alias
% allow b0 to turn off active tracking (broken in earlier versions)
if ~verLessThan('matlab','8.5.0'),
set(b0,'callback',{@DotsTrack,'CBPAUSE',tbh});
end;
% initialize the tracker
pt = vision.PointTracker;
set(pt,params{:});
xy(invalid,:) = [];
initialize(pt,xy,img);
% tracking loop
oIdx = idx; % last valid index
while 1,
if ~ishandle(fh), break; end;
% handle paused
if get(tbh,'value'),
set(tbh,'string','PAUSED');
while 1,
state = get(fh,'userData');
switch state,
case {-2,-1}, % reverse
idx = idx - 1;
if idx < 1, idx = 1; state = 0; end;
case 0, % stop cycling
case {1,2}, % forward
idx = idx + 1;
if idx > length(frames), idx = length(frames); state = 0; end;
case 3, % frame field
f = round(str2num(get(efh,'string')));
[~,idx] = min(abs(frames-f));
case 4, % modify point locations
set(fh,'name',sprintf('ADJUST DOTS IN FRAME %d...',frames(idx)));
set(lh,'visible','off');
set(th,'visible','off');
set(bh,'visible','off');
invalid = get(gca,'userdata');
p(idx,:) = DotsPlace(img,'IH',ih,'P0',p(idx,:));
oIdx = idx;
set(gca,'userdata','invalid');
xy = cell2mat({p(idx,:).POS}');
set(lh,'XData',xy(:,1),'YData',xy(:,2));
for k = 1 : size(xy,1), set(th(k),'position',xy(k,:)); end;
set(bh,'visible','on');
set(th,'visible','on');
set(lh,'visible','on');
set(fh,'name',sprintf('%s FRAME %04d / %04d (%.3f secs)', fName, frames(idx), frames(end), p(idx,1).TIME));
end;
% process new frame
if isempty(idx),
idx = oIdx;
state = 0;
set(efh,'string',sprintf(' %04d',frames(idx)));
else,
img = GetMovieFrame(mh,frames(idx));
if ~isempty(xform), f = xform{1}; a = xform(2:end); img = f(img,a{:}); end;
set(ih,'cdata',img);
set(efh,'string',sprintf(' %04d',frames(idx)));
set(fh,'name',sprintf('%s FRAME %04d / %04d (%.3f secs)', fName, frames(idx), frames(end), p(idx,1).TIME));
if isempty(p(idx,1).POS), % update frame using last available point locations
xy = cell2mat({p(oIdx,:).POS}');
else, % update frame from existing point locations
oIdx = idx;
xy = cell2mat({p(idx,:).POS}');
end;
for k = 1 : size(xy,1),
if isempty(p(idx,k).STATUS), c = 1; else, c = p(idx,k).STATUS+2; end;
set(lh(k),'XData',xy(k,1),'YData',xy(k,2),'color',colors(c));
set(th(k),'position',xy(k,:));
end;
end;
if abs(state) == 2, % rrev or ffwd
drawnow;
else,
state = 0; % wait for event
set(fh,'userdata',0);
set(bgh,'SelectedObject',b0);
if ~isempty(p(idx,1).STATUS),
invalid = logical(bitget(cell2mat({p(idx,:).STATUS}),2));
set(gca,'userdata',invalid);
for k = 1 : length(invalid), set(hh(k),'checked',checked{invalid(k)+1}); end;
end;
uiwait(fh);
if ~ishandle(fh), break; end;
invalid = get(gca,'userdata');
if ~get(tbh,'value'), % restart tracking
if isempty(p(idx,1).POS), % update frame using last available point locations
xy = cell2mat({p(oIdx,:).POS}');
else, % update frame from existing point locations
xy = cell2mat({p(idx,:).POS}');
end;
xy(invalid,:) = [];
release(pt);
initialize(pt,xy,img);
set(tbh,'string','TRACKING...'); % restart tracking
break;
elseif (4 == get(fh,'userdata')), % modify
set(fh,'name',sprintf('ADJUST DOTS IN FRAME %d...',frames(idx)));
set(lh,'visible','off');
set(th,'visible','off');
set(bh,'visible','off');
invalid = get(gca,'userdata');
if isempty(p(idx,1).POS), p(idx,:) = p(oIdx,:); end;
p(idx,:) = DotsPlace(img,'IH',ih,'P0',p(idx,:));
oIdx = idx;
set(gca,'userdata',invalid);
xy = cell2mat({p(idx,:).POS}');
set(lh,'XData',xy(:,1),'YData',xy(:,2));
for k = 1 : size(xy,1), set(th(k),'position',xy(k,:)); end;
set(bh,'visible','on');
set(th,'visible','on');
set(lh,'visible','on');
set(fh,'name',sprintf('%s FRAME %04d / %04d (%.3f secs)', fName, frames(idx), frames(end), p(idx,1).TIME), 'userdata',0);
end;
end;
end;
% tracking active
else,
img = GetMovieFrame(mh,frames(idx));
if ~isempty(xform), f = xform{1}; a = xform(2:end); img = f(img,a{:}); end;
set(ih,'cdata',img);
set(efh,'string',sprintf(' %04d',frames(idx)));
set(fh,'userdata',0,'name',sprintf('%s FRAME %04d / %04d (%.3f secs)', fName, frames(idx), frames(end), p(idx,1).TIME));
[xy,v,conf] = step(pt,img); % step the tracker, returning new points, validity, and confidence
% map tracked points onto full set (if any user-marked as invalid)
if any(invalid),
fxy = cell2mat({p(idx,:).POS}');
if isempty(fxy), fxy = cell2mat({p(oIdx,:).POS}'); end;
fv = ones(1,size(p,2));
fc = zeros(1,size(p,2));
k = find(~invalid);
fxy(k,:) = xy;
fv(k) = v;
fc(k) = conf;
xy = fxy; v = fv; conf = fc;
end;
% update point info
p(idx,1).FRAME = frames(idx);
p(idx,1).TIME = (frames(idx)-1)/frameRate;
for k = 1 : size(p,2),
p(idx,k).STATUS = uint8(~v(k)) + uint8(2*invalid(k));
set(lh(k),'XData',xy(k,1),'YData',xy(k,2),'color',colors(p(idx,k).STATUS+2));
set(th(k),'position',xy(k,:));
p(idx,k).POS = xy(k,:);
p(idx,k).LABEL = labels{k};
p(idx,k).CONF = conf(k);
end;
drawnow;
% fix mistrackings
if any(~v),
set(fh,'name',sprintf('RESET INVALID DOTS IN FRAME %d...',frames(idx)));
set(lh,'visible','off');
set(th,'visible','off');
set(bh,'visible','off');
p(idx,:) = DotsPlace(img,'IH',ih,'P0',p(idx,:));
if ~ishandle(fh), break; end;
for k = 1 : size(p,2), p(idx,k).STATUS = bitand(p(idx,k).STATUS,2); end;
xy = cell2mat({p(idx,:).POS}');
set(lh,'XData',xy(:,1),'YData',xy(:,2));
for k = 1 : size(xy,1), set(th(k),'position',xy(k,:)); end;
set(bh,'visible','on');
set(th,'visible','on');
set(lh,'visible','on');
set(tbh,'value',1); % force pause
oIdx = idx;
continue;
else,
xy(invalid,:) = [];
end;
oIdx = idx;
idx = idx + 1; % step frame index
if idx > length(frames),
idx = length(frames);
set(tbh,'value',1); % force pause
end;
end;
end;
release(pt);
delete(pt);
delete(mh);