pub struct LATCH { /* private fields */ }
Expand description

latch Class for computing the LATCH descriptor. If you find this code useful, please add a reference to the following paper in your work: Gil Levi and Tal Hassner, “LATCH: Learned Arrangements of Three Patch Codes”, arXiv preprint arXiv:1501.03719, 15 Jan. 2015

LATCH is a binary descriptor based on learned comparisons of triplets of image patches.

  • bytes is the size of the descriptor - can be 64, 32, 16, 8, 4, 2 or 1
  • rotationInvariance - whether or not the descriptor should compansate for orientation changes.
  • half_ssd_size - the size of half of the mini-patches size. For example, if we would like to compare triplets of patches of size 7x7x then the half_ssd_size should be (7-1)/2 = 3.
  • sigma - sigma value for GaussianBlur smoothing of the source image. Source image will be used without smoothing in case sigma value is 0.

Note: the descriptor can be coupled with any keypoint extractor. The only demand is that if you use set rotationInvariance = True then you will have to use an extractor which estimates the patch orientation (in degrees). Examples for such extractors are ORB and SIFT.

Note: a complete example can be found under /samples/cpp/tutorial_code/xfeatures2D/latch_match.cpp

Implementations

C++ default parameters
  • bytes: 32
  • rotation_invariance: true
  • half_ssd_size: 3
  • sigma: 2.0

Trait Implementations

Clears the algorithm state
Reads algorithm parameters from a file storage
Stores algorithm parameters in a file storage
simplified API for language bindings Stores algorithm parameters in a file storage Read more
Returns true if the Algorithm is empty (e.g. in the very beginning or after unsuccessful read
Saves the algorithm to a file. In order to make this method work, the derived class must implement Algorithm::write(FileStorage& fs). Read more
Returns the algorithm string identifier. This string is used as top level xml/yml node tag when the object is saved to a file or string. Read more
Wrap the specified raw pointer Read more
Return an the underlying raw pointer while consuming this wrapper. Read more
Return the underlying raw pointer. Read more
Return the underlying mutable raw pointer Read more
Executes the destructor for this type. Read more
Detects keypoints in an image (first variant) or image set (second variant). Read more
Detects keypoints in an image (first variant) or image set (second variant). Read more
Computes the descriptors for a set of keypoints detected in an image (first variant) or image set (second variant). Read more
Computes the descriptors for a set of keypoints detected in an image (first variant) or image set (second variant). Read more
Detects keypoints and computes the descriptors Read more
Return true if detector object is empty
C++ default parameters Read more
Converts to this type from the input type.
Converts to this type from the input type.

Auto Trait Implementations

Blanket Implementations

Gets the TypeId of self. Read more
Immutably borrows from an owned value. Read more
Mutably borrows from an owned value. Read more

Returns the argument unchanged.

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

The type returned in the event of a conversion error.
Performs the conversion.
The type returned in the event of a conversion error.
Performs the conversion.