Face Recognition Using Eigenfaces, Geometrical PCA Approximation and Neural Networks

Опубликовано: 22 Февраль 2025
на канале: PhD Support & Journal Writing

Face Recognition Using Eigenfaces, Geometrical PCA Approximation and Neural Networks
Face Recognition Using Eigen Faces

TO DOWNLOAD THE PROJECT CODE...CONTACT
www.matlabprojectscode.com
/ matlab.assignments
/ phdprojectswork
e-mail : [email protected] ; Call / Watzapp: +91 83000 15425
The content of the project:
1. IEEE standard reference paper
2. PowerPoint presentation
3. Screenshots
4. Software
5. Source code
6. Videos
7. ReadMe document to guide.

ABSTRACT:
The human face exhibits a high level of complexity when it is regarded as a multidimensional visual model, leading to face recognition systems that require difficult and extensive computations for coding and decoding the face images. A well-established approach in this regard is based on using principle component analysis (PCA) for both feature extraction and face recognition, known as the eigenface approach. This technique, despite a good recognition rate, suffers from the disadvantage of high computation cost due to the complexity of the PCA algorithm. In this paper, we use a geometrical approximated PCA (gaPCA) algorithm for computing the eigenfaces for three different datasets. The face recognition task is performed using a similarity score based on the inverse Euclidean distance for the first two datasets and using a nerual network in the third case. All the results are compared to the case where standard PCA is used. These accuracy results show that gaPCA represents a viable alternative to the classical statistical approach for computing the principal components.
TAG:
Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments,Matlab assignments,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,matlab research,matlab research,matlab research,matlab research,matlab research, matlab research,matlab research,matlab research,Matlab projects code,matlab assignments,matlab source code,matlab thesis,matlab projects in chennai,matlab projects in pondicherry,matlab projects in Bangalore,Matlab projects in kerala,matlab projects in hyderabad,matlab projects in mumbai,Matlab projects in delhi,matlab projects in australia,matlab projects in canada,matlab projects in USA,matlab projects in UK, matlab projects in europe,Image Processing Projects,Power Electronics Projects,Communication system Projects,Matlab Simulation Projects,Simulink Projects,Artificial Networks Projects,Bio Medical Projects,Fuzzy Logic Projects,Renewable Energy Projects,Signal Processing Projects,Wireless Communication Projects,Remote Sensing Matlab,Network Security Projects,Cryptography Projects,Steganography Projects,Watermarking Projects,Digital Image Processing Projects,Genetic Algorithm Projects,DIP Projects,Matlab Projects,Matlab Thesis,Matlab Projects,Matlab assignments,Matlab projects assignments,matlab projects, Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects, IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments, matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects