SURF
Class for extracting Speeded Up Robust Features from an image CITE: Bay06 .
The algorithm parameters:
- member int extended
- 0 means that the basic descriptors (64 elements each) shall be computed
- 1 means that the extended descriptors (128 elements each) shall be computed
- member int upright
- 0 means that detector computes orientation of each feature.
- 1 means that the orientation is not computed (which is much, much faster). For example, if you match images from a stereo pair, or do image stitching, the matched features likely have very similar angles, and you can speed up feature extraction by setting upright=1.
- member double hessianThreshold Threshold for the keypoint detector. Only features, whose hessian is larger than hessianThreshold are retained by the detector. Therefore, the larger the value, the less keypoints you will get. A good default value could be from 300 to 500, depending from the image contrast.
- member int nOctaves The number of a gaussian pyramid octaves that the detector uses. It is set to 4 by default. If you want to get very large features, use the larger value. If you want just small features, decrease it.
- member int nOctaveLayers
The number of images within each octave of a gaussian pyramid. It is set to 2 by default.
@note
- An example using the SURF feature detector can be found at
opencv_source_code/samples/cpp/generic_descriptor_match.cpp
- Another example using the SURF feature detector, extractor and matcher can be found at opencv_source_code/samples/cpp/matcher_simple.cpp
- An example using the SURF feature detector can be found at
opencv_source_code/samples/cpp/generic_descriptor_match.cpp
Member of Xfeatures2d
-
Declaration
Objective-C
+ (nonnull SURF *)create:(double)hessianThreshold nOctaves:(int)nOctaves nOctaveLayers:(int)nOctaveLayers extended:(BOOL)extended upright:(BOOL)upright;
Swift
class func create(hessianThreshold: Double, nOctaves: Int32, nOctaveLayers: Int32, extended: Bool, upright: Bool) -> SURF
Parameters
hessianThreshold
Threshold for hessian keypoint detector used in SURF.
nOctaves
Number of pyramid octaves the keypoint detector will use.
nOctaveLayers
Number of octave layers within each octave.
extended
Extended descriptor flag (true - use extended 128-element descriptors; false - use 64-element descriptors).
upright
Up-right or rotated features flag (true - do not compute orientation of features; false - compute orientation).
-
Declaration
Objective-C
+ (nonnull SURF *)create:(double)hessianThreshold nOctaves:(int)nOctaves nOctaveLayers:(int)nOctaveLayers extended:(BOOL)extended;
Swift
class func create(hessianThreshold: Double, nOctaves: Int32, nOctaveLayers: Int32, extended: Bool) -> SURF
Parameters
hessianThreshold
Threshold for hessian keypoint detector used in SURF.
nOctaves
Number of pyramid octaves the keypoint detector will use.
nOctaveLayers
Number of octave layers within each octave.
extended
Extended descriptor flag (true - use extended 128-element descriptors; false - use 64-element descriptors). false - compute orientation).
-
Declaration
Objective-C
+ (nonnull SURF *)create:(double)hessianThreshold nOctaves:(int)nOctaves nOctaveLayers:(int)nOctaveLayers;
Swift
class func create(hessianThreshold: Double, nOctaves: Int32, nOctaveLayers: Int32) -> SURF
Parameters
hessianThreshold
Threshold for hessian keypoint detector used in SURF.
nOctaves
Number of pyramid octaves the keypoint detector will use.
nOctaveLayers
Number of octave layers within each octave. 64-element descriptors). false - compute orientation).
-
Declaration
Objective-C
+ (nonnull SURF *)create:(double)hessianThreshold nOctaves:(int)nOctaves;
Swift
class func create(hessianThreshold: Double, nOctaves: Int32) -> SURF
Parameters
hessianThreshold
Threshold for hessian keypoint detector used in SURF.
nOctaves
Number of pyramid octaves the keypoint detector will use. 64-element descriptors). false - compute orientation).
-
Declaration
Objective-C
+ (nonnull SURF *)create:(double)hessianThreshold;
Swift
class func create(hessianThreshold: Double) -> SURF
Parameters
hessianThreshold
Threshold for hessian keypoint detector used in SURF. 64-element descriptors). false - compute orientation).
-
64-element descriptors). false - compute orientation).
Declaration
Objective-C
+ (nonnull SURF *)create;
Swift
class func create() -> SURF
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Declaration
Objective-C
- (BOOL)getExtended NS_SWIFT_NAME(getExtended());
Swift
func getExtended() -> Bool
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Declaration
Objective-C
- (BOOL)getUpright NS_SWIFT_NAME(getUpright());
Swift
func getUpright() -> Bool
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Declaration
Objective-C
- (double)getHessianThreshold NS_SWIFT_NAME(getHessianThreshold());
Swift
func getHessianThreshold() -> Double
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Declaration
Objective-C
- (int)getNOctaveLayers NS_SWIFT_NAME(getNOctaveLayers());
Swift
func getNOctaveLayers() -> Int32
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Declaration
Objective-C
- (int)getNOctaves NS_SWIFT_NAME(getNOctaves());
Swift
func getNOctaves() -> Int32
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Declaration
Objective-C
- (void)setExtended:(BOOL)extended NS_SWIFT_NAME(setExtended(extended:));
Swift
func setExtended(extended: Bool)
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Declaration
Objective-C
- (void)setHessianThreshold:(double)hessianThreshold NS_SWIFT_NAME(setHessianThreshold(hessianThreshold:));
Swift
func setHessianThreshold(hessianThreshold: Double)
-
Declaration
Objective-C
- (void)setNOctaveLayers:(int)nOctaveLayers NS_SWIFT_NAME(setNOctaveLayers(nOctaveLayers:));
Swift
func setNOctaveLayers(nOctaveLayers: Int32)
-
Declaration
Objective-C
- (void)setNOctaves:(int)nOctaves NS_SWIFT_NAME(setNOctaves(nOctaves:));
Swift
func setNOctaves(nOctaves: Int32)
-
Declaration
Objective-C
- (void)setUpright:(BOOL)upright NS_SWIFT_NAME(setUpright(upright:));
Swift
func setUpright(upright: Bool)