Superimposed Sparse Parameter Classifiers for Face Recognition

IEEE Transactions on Cybernetics
Qingxiang FengWeifeng Li

Abstract

In this paper, a novel classifier, called superimposed sparse parameter (SSP) classifier is proposed for face recognition. SSP is motivated by two phase test sample sparse representation (TPTSSR) and linear regression classification (LRC), which can be treated as the extended of sparse representation classification (SRC). SRC uses all the train samples to produce the sparse representation vector for classification. The LRC, which can be interpreted as L2-norm sparse representation, uses the distances between the test sample and the class subspaces for classification. TPTSSR is also L2-norm sparse representation and uses two phase to compute the distance for classification. Instead of the distances, the SSP classifier employs the SSPs, which can be expressed as the sum of the linear regression parameters of each class in iterations, is used for face classification. Further, the fast SSP (FSSP) classifier is also suggested to reduce the computation cost. A mass of experiments on Georgia Tech face database, ORL face database, CVL face database, AR face database, and CASIA face database are used to evaluate the proposed algorithms. The experimental results demonstrate that the proposed methods achieve better recognition rate than t...Continue Reading

References

Nov 1, 1994·ORL; Journal for Oto-rhino-laryngology and Its Related Specialties·T Saito, J M Aran
Jun 26, 1998·Clinical and Experimental Allergy : Journal of the British Society for Allergy and Clinical Immunology·F D Martinez
Jul 4, 2007·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Xiujuan ChaiWen Gao
Feb 7, 2008·IEEE Transactions on Neural Networks·S Z Li, J Lu
Dec 27, 2008·IEEE Transactions on Pattern Analysis and Machine Intelligence·John WrightYi Ma
Jul 7, 2010·IEEE Transactions on Pattern Analysis and Machine Intelligence·Imran NaseemMohammed Bennamoun
Jan 25, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Georgios TzimiropoulosMaja Pantic
Dec 28, 2012·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Meng YangDavid Zhang
Oct 10, 2013·Database : the Journal of Biological Databases and Curation·Joseph A RothwellAugustin Scalbert
May 9, 2014·IEEE Transactions on Neural Networks and Learning Systems·Jian YangJingyu Yang
Sep 16, 2014·IEEE Transactions on Cybernetics·Yong XuDavid Zhang
Sep 16, 2014·IEEE Transactions on Cybernetics·Yong XuShaohua Teng
Oct 8, 2014·IEEE Transactions on Neural Networks and Learning Systems·Zhihui LaiMingming Sun
Oct 8, 2014·IEEE Transactions on Neural Networks and Learning Systems·Zhihui LaiDavid Zhang
Aug 16, 2015·IEEE Transactions on Cybernetics·Yuwu LuChun Yuan

❮ Previous
Next ❯

Citations

Jul 17, 2018·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Yuwu LuXuelong Li

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.