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Background Subtraction using Local SVD Binary Pattern
More details about the algorithm can be found at [LGuo2016].
It is based on LSBP feature descriptors and achieves state-of-the-art performance on the CDnet 2012 dataset. LSBP descriptors are particularly good in regions with illumination variation, noise and shadows. So, this algorithm has better performance in this kind of regions.
After extraction of LSBP descriptors, the algorithm processes frames pixel-wise (i.e independently). Thus the implementation is parallelized and fast enough for real-time processing.
[LGuo2016]:
L. Guo, D. Xu, and Z. Qiang. "Background Subtraction using Local SVD Binary Pattern". In 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pages 1159-1167, June 2016. PDF
| Superclasses | handle |
| Sealed | false |
| Construct on load | false |
| BackgroundSubtractorLSBP | Creates a LSBP Background Subtractor |
| id | Object ID |
| addlistener | Add listener for event. | |
| apply | Updates the background model and computes the foreground mask | |
| Static | computeLSBPDesc | This is for calculation of the LSBP descriptors |
| 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. | |
| getBackgroundImage | Computes a background image | |
| 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. | |
| notify | Notify listeners of event. |
| ObjectBeingDestroyed | Notifies listeners that a particular object has been destroyed. |