SciELO - Scientific Electronic Library Online

 
vol.15 número3SMCV: a Methodology for Detecting Transient Faults in Multicore ClustersUsing distributed local information to improve global performance in Grids índice de autoresíndice de assuntospesquisa de artigos
Home Pagelista alfabética de periódicos  

Serviços Personalizados

Journal

Artigo

Links relacionados

Compartilhar


CLEI Electronic Journal

versão On-line ISSN 0717-5000

Resumo

BALARINI, Juan Pablo. Facial Recognition Using Neural Networks over GPGPU. CLEIej [online]. 2012, vol.15, n.3, pp.6-6. ISSN 0717-5000.

This article introduces a parallel neural network approach implemented over Graphic Processing Units (GPU) to solve a facial recognition problem, which consists in deciding where the face of a person in a certain image is pointing. The proposed method uses the parallel capabilities of GPU in order to train and evaluate a neural network used to solve the abovementioned problem. The experimental evaluation demonstrates that a significant reduction on computing times can be obtained allowing solving large instances in reasonable time. Speedup greater than 8 is achieved when contrasted with a sequential implementation and classification rate superior to 85 % is also obtained.

Palavras-chave : Face recognition; Neural Networks; Parallel Computing; GPGPU.

        · resumo em Espanhol     · texto em Inglês     · Inglês ( pdf )

 

Creative Commons License Todo o conteúdo deste periódico, exceto onde está identificado, está licenciado sob uma Licença Creative Commons