FisherFaces for Face Matching 1.0
FisherFaces for Face Matching : FisherFaces for Face Matching allows you to create and modify faces in 3D linear subspaceFisherFaces 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.The Eigenface technique, another method based on linearly projecting the image space to a low dimensional subspace, has similar computational requirements. Yet, extensive experimental results demonstrate that the proposed "Fisherface" method has error rates that are lower than those of the Eigenface technique for tests on the Harvard and Yale Fase Databases.Index terms: appearance-based vision, face recognition, illumination invariance, Fisher's linear discriminant, face recognition, face matching, face identification, PCA, principal components analysis, fisherfaces.Requirements:? Matlab Image Processing Toolbox
Conclusion
To conclude FisherFaces for Face Matching works on Windows operating system(s) and can be easily downloaded using the below download link according to Freeware license. FisherFaces for Face Matching download file is only 300 KB in size.FisherFaces for Face Matching was filed under the General category and was reviewed in softlookup.com and receive 5/5 Score.
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| Category: | General |
| Publisher: | Luigi Rosa |
| Last Updated: | 18/11/2023 |
| Requirements: | Not specified |
| License: | Freeware |
| Operating system: | Windows |
| Hits: | 604 |
| File size: | 300 KB |
| Price: | Not specified |
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