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...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Proceedings (IEEE Southwest Symposium on Image Analysis and Interpretation) S. 70 - 73
Hauptverfasser:	Carranza, Cesar, Llamocca, Daniel, Pattichis, Marios
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 01.03.2020
Schlagworte:	Convolution CPU Image Processing Kernel Libraries Memory management MIMD Optimization Parallel Processing SIMD Throughput Two dimensional displays Videos
ISSN:	2473-3598
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!