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cv.FacemarkKazemi

Face Alignment

An implementation of state of the art face alignment technique proposed by [Kazemi2014].

The paper demonstrates how an ensemble of regression trees can be used to estimate the face's landmark positions directly from a sparse subset of pixel intensities, achieving super-realtime performance with high-quality predictions.

Face Alignment

Face alignment is a computer vision technology for identifying the geometric structure of human faces in digital images. Given the location and size of a face, it automatically determines the shape of the face components such as eyes, nose, and lips.

A face alignment program typically operates by iteratively adjusting a deformable models, which encodes the prior knowledge of face shape or appearance, to take into account the low-level image evidences and find the face that is present in the image.

References

[Kazemi2014]:

Vahid Kazemi and Josephine Sullivan, "One Millisecond Face Alignment with an Ensemble of Regression Trees", CVPR 2014. PDF

See also
Class Details
Superclasses handle
Sealed false
Construct on load false
Constructor Summary
FacemarkKazemi Constructor 
Property Summary
func name of custom face detector function 
id Object ID 
Method Summary
  addlistener Add listener for event. 
  delete Destructor 
  eq == (EQ) Test handle equality. 
  findobj Find objects matching specified conditions. 
  findprop Find property of MATLAB handle object. 
  fit Retrieves a centered and scaled face shape, according to the bounding rectangle 
  ge >= (GE) Greater than or equal relation for handles. 
  getFaces Detect faces using the custom detector 
  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. 
  loadModel Load the trained model 
  lt < (LT) Less than relation for handles. 
  ne ~= (NE) Not equal relation for handles. 
  notify Notify listeners of event. 
  setFaceDetector Set the custom face detector 
  training Trains a facemark model 
Event Summary
ObjectBeingDestroyed Notifies listeners that a particular object has been destroyed.