A Novel Approach to Face Recognition using Image Segmentation based on SPCA-KNN Method
In this paper we propose a novel method for face recognition using hybrid SPCA-KNN (SIFT-PCA-KNN) approach. The proposed method consists of three parts. The first part is based on preprocessing face images using Graph Based algorithm and SIFT (Scale Invariant Feature Transform) descriptor. Graph Bas...
Main Authors: | P. Kamencay, M. Zachariasova, R. Hudec, R. Jarina, M. Benco, J. Hlubik |
---|---|
Format: | Article |
Language: | English |
Published: |
Spolecnost pro radioelektronicke inzenyrstvi
2013-04-01
|
Series: | Radioengineering |
Subjects: | |
Online Access: | http://www.radioeng.cz/fulltexts/2013/13_01_0092_0099.pdf |
Similar Items
-
A New Method for Face Recognition Using Convolutional Neural Network
by: Patrik Kamencay, et al.
Published: (2017-01-01) -
Innovative Hybrid Approach for Masked Face Recognition Using Pretrained Mask Detection and Segmentation, Robust PCA, and KNN Classifier
by: Mohammed Eman, et al.
Published: (2023-07-01) -
An Efficient P-KCCA Algorithm for 2D-3D Face Recognition Using SVM
by: Patrik Kamencay, et al.
Published: (2015-01-01) -
Survey on Exact kNN Queries over High-Dimensional Data Space
by: Nimish Ukey, et al.
Published: (2023-01-01) -
Hand Gesture Recognition Based on Continuous Wave (CW) Radar Using Principal Component Analysis (PCA) and K-Nearest Neighbor (KNN) Methods
by: Muhammad Khairani Abdul Rahman, et al.
Published: (2022-05-01)