MOSAIC: Heterogeneity-, Communication-, and Constraint-Aware Model Slicing and Execution for Accurate and Efficient Inference

Heterogeneous embedded systems have surfaced as a promising solution for accurate and efficient deep-learning inference on mobile devices. Despite extensive prior works, it still remains unexplored to investigate the system-software support that efficiently executes inference workloads by judiciousl...

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Bibliographic Details

Published in:	Proceedings / International Conference on Parallel Architectures and Compilation Techniques pp. 165 - 177
Main Authors:	Han, Myeonggyun, Hyun, Jihoon, Park, Seongbeom, Park, Jinsu, Baek, Woongki
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.09.2019
Subjects:	Computational modeling Embedded systems Energy consumption Graphics processing units Heterogeneous Embedded Systems Inference Memory management Model Slicing and Execution Performance evaluation
ISSN:	2641-7936
Online Access:	Get full text
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