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Class implementing the ORB (oriented BRIEF) keypoint detector and descriptor extractor
As described in [RRKB11]. The algorithm uses FAST in pyramids to detect stable keypoints, selects the strongest features using FAST or Harris response, finds their orientation using first-order moments and computes the descriptors using BRIEF (where the coordinates of random point pairs (or k-tuples) are rotated according to the measured orientation).
[RRKB11]:
Ethan Rublee, Vincent Rabaud, Kurt Konolige, and Gary Bradski. "ORB: An efficient alternative to SIFT or SURF". In IEEE International Conference on Computer Vision (ICCV) 2011, pages 2564-2571. IEEE, 2011.
Superclasses | handle |
Sealed | false |
Construct on load | false |
ORB | The ORB constructor |
EdgeThreshold | This is size of the border where the features are not detected. |
FastThreshold | Threshold on difference between intensity of the central pixel |
FirstLevel | The level of pyramid to put source image to. Previous layers are |
MaxFeatures | The maximum number of features to retain. |
NLevels | The number of pyramid levels. |
PatchSize | Size of the patch used by the oriented BRIEF descriptor. |
ScaleFactor | Pyramid decimation ratio. |
ScoreType | Algorithm used to rank features. |
WTA_K | The number of points that produce each element of the oriented BRIEF |
id | Object ID |
addlistener | Add listener for event. | |
clear | Clears the algorithm state | |
compute | Computes the descriptors for a set of keypoints detected in an image or image set | |
defaultNorm | Returns the default norm type | |
delete | Destructor | |
descriptorSize | Returns the descriptor size in bytes | |
descriptorType | Returns the descriptor type | |
detect | Detects keypoints in an image or image set | |
detectAndCompute | Finds keypoints in an image and computes their descriptors | |
empty | Checks if detector object is empty | |
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 | |
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. | |
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 | |
typeid | Name of the C++ type (RTTI) |
ObjectBeingDestroyed | Notifies listeners that a particular object has been destroyed. |