FisherFaces for Face Matching 1.0

FisherFaces for Face Matching 1.0 Screenshot FisherFaces for Face Matching allows you to create and modify faces in 3D linear subspace.

Developer:   Luigi Rosa
      software by Luigi Rosa →
Price:  0.00
License:   Freeware
File size:   0K
Language:   
OS:   Windows Vista (?)
Rating:   0 /5 (0 votes)

FisherFaces for Face Matching allows you to create and modify faces in 3D linear subspace.

We develop a face recognition algorithm which is insensitive to large variation in lighting direction and facial expression. Taking a pattern classification approach, we consider each pixel in an image as a coordinate in a high-dimensional space. We take advantage of the observation that the images of a particular face, under varying illumination but fixed pose, lie in a 3D linear subspace of the high dimensional image space—if the face is a Lambertian surface without shadowing.

However, since faces are not truly Lambertian surfaces and do indeed produce self-shadowing, images will deviate from this linear subspace. Rather than explicitly modeling this deviation, we linearly project the image into a subspace in a manner which discounts those regions of the face with large deviation. Our projection method is based on Fisher’s Linear Discriminant and produces well separated classes in a low-dimensional subspace, even under severe variation in lighting and facial expressions.

tags linear subspace  the face  and facial  high dimensional  

FisherFaces for Face Matching 1.0 screenshot


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