cv.SuperResolution

Class for a whole family of Super Resolution algorithms

The Super Resolution module contains a set of functions and classes that can be used to solve the problem of resolution enhancement. There are a few methods implemented, most of them are described in the papers [Farsiu03] and [Mitzel09].

Example

superres = cv.SuperResolution();
superres.Scale = 2;       % 2x scale
superres.Iterations = 10; % careful alg is computationally expensive!
superres.setOpticalFlow('FarnebackOpticalFlow', 'LevelsNumber',3);
superres.setInput('Video', 'video.avi');
while true
    tic, frame = superres.nextFrame(); toc
    if isempty(frame), break; end
    imshow(frame), drawnow
end

References

[Farsiu03]:

Sina Farsiu, Dirk Robinson, Michael Elad, and Peyman Milanfar. "Fast and robust super-resolution". In Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on, volume 2, pages II-291. IEEE, 2003.

[Mitzel09]:

Dennis Mitzel, Thomas Pock, Thomas Schoenemann, and Daniel Cremers. "Video super resolution using duality based tv-l 1 optical flow". In Pattern Recognition, pages 432-441. Springer, 2009.

Superclasses	handle
Sealed	false
Construct on load	false

Alpha	Parameter of spacial distribution in Bilateral-TV.
BlurKernelSize	Gaussian blur kernel size.
BlurSigma	Gaussian blur sigma.
Iterations	count.
KernelSize	Kernel size of Bilateral-TV filter.
Labmda	Weight parameter to balance data term and smoothness term.
Scale	factor.
Tau	Asymptotic value of steepest descent method.
TemporalAreaRadius	Radius of the temporal search area.
id	Object ID

	addlistener	Add listener for event.
	collectGarbage	Clear all inner buffers
	delete	Destructor
	eq	== (EQ) Test handle equality.
	findobj	Find objects matching specified conditions.
	findprop	Find property of MATLAB handle object.
	ge	>= (GE) Greater than or equal relation for handles.
	getOpticalFlow	Dense optical flow algorithm
	gt	> (GT) Greater than relation for handles.
Sealed	isvalid	Test handle validity.
	le	<= (LE) Less than or equal relation for handles.
	listener	Add listener for event without binding the listener to the source object.
	lt	< (LT) Less than relation for handles.
	ne	~= (NE) Not equal relation for handles.
	nextFrame	Process next frame from input and return output result
	notify	Notify listeners of event.
	reset	Reset the frame source
	setInput	Set input frame source for Super Resolution algorithm
	setOpticalFlow	Dense optical flow algorithm