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Class implementing the SLIC (Simple Linear Iterative Clustering) superpixels algorithm
As described in [Achanta2012].
SLIC (Simple Linear Iterative Clustering) clusters pixels using pixel channels and image plane space to efficiently generate compact, nearly uniform superpixels. The simplicity of approach makes it extremely easy to use a lone parameter specifies the number of superpixels and the efficiency of the algorithm makes it very practical.
Several optimizations are available for SLIC class:
[Achanta2012]:
Radhakrishna Achanta, Appu Shaji, Kevin Smith, Aurelien Lucchi, Pascal Fua, and Sabine Susstrunk. "SLIC superpixels compared to state-of-the-art superpixel methods". IEEE Trans. Pattern Anal. Mach. Intell., 34(11):2274-2282, nov 2012.
[epfl2010]:
"SLIC Superpixels" Radhakrishna Achanta, Appu Shaji, Kevin Smith, Aurelien Lucchi, Pascal Fua, and Sabine Susstrunk. EPFL Technical Report no. 149300, June 2010.
[Liu_2017_IEEE]:
Yong-Jin Liu, Cheng-Chi Yu, Min-Jing Yu, and Ying He. "Intrinsic Manifold SLIC: A Simple and Efficient Method for Computing Content-Sensitive Superpixels". IEEE Transactions on Pattern Analysis and Machine Intelligence, Issue 99, March 2017.
Superclasses | handle |
Sealed | false |
Construct on load | false |
SuperpixelSLIC | Initialize a SuperpixelSLIC object |
id | Object ID |
addlistener | Add listener for event. | |
clear | Clears the algorithm state | |
delete | Destructor | |
empty | Checks if detector object is empty | |
enforceLabelConnectivity | Enforce label connectivity | |
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. | |
getDefaultName | Returns the algorithm string identifier | |
getLabelContourMask | Returns the mask of the superpixel segmentation stored in object | |
getLabels | Returns the segmentation labeling of the image | |
getNumberOfSuperpixels | Calculates the actual amount of superpixels on a given segmentation computed and stored in object | |
gt | > (GT) Greater than relation for handles. | |
Sealed | isvalid | Test handle validity. |
iterate | Calculates the superpixel segmentation on a given image with the initialized parameters in the object | |
le | <= (LE) Less than or equal relation for handles. | |
listener | Add listener for event without binding the listener to the source object. | |
load | Loads algorithm from a file or a string | |
lt | < (LT) Less than relation for handles. | |
ne | ~= (NE) Not equal relation for handles. | |
notify | Notify listeners of event. | |
save | Saves the algorithm parameters to a file |
ObjectBeingDestroyed | Notifies listeners that a particular object has been destroyed. |