Fast and Scalable 2D Convolutions and Cross-correlations for Processing Image Databases and Videos on CPUs

The dominant use of Convolutional Neural Networks (CNNs) in several image and video analysis tasks necessitates a careful re-evaluation of the underlying software libraries for computing them for large-scale image and video databases. We focus our attention on developing methods that can be applied...

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Bibliographic Details

Published in:	Proceedings (IEEE Southwest Symposium on Image Analysis and Interpretation) pp. 70 - 73
Main Authors:	Carranza, Cesar, Llamocca, Daniel, Pattichis, Marios
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.03.2020
Subjects:	Convolution CPU Image Processing Kernel Libraries Memory management MIMD Optimization Parallel Processing SIMD Throughput Two dimensional displays Videos
ISSN:	2473-3598
Online Access:	Get full text
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