Mosaic: Heterogeneity-, communication-, and constraint-aware model slicing and execution for accurate and efficient inference

M Han, J Hyun, S Park, J Park… - 2019 28th International …, 2019 - ieeexplore.ieee.org
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 …

Design and implementation of a criticality-and heterogeneity-aware runtime system for task-parallel applications

M Han, J Park, W Baek - IEEE Transactions on Parallel and …, 2020 - ieeexplore.ieee.org
Heterogeneous multiprocessing (HMP) is an emerging technology for high-performance and
energy-efficient computing. While task parallelism is widely used in various computing …

DAMHSE: Programming heterogeneous MPSoCs with hardware acceleration using dataflow-based design space exploration and automated rapid prototyping

L Suriano, F Arrestier, A Rodríguez, J Heulot… - Microprocessors and …, 2019 - Elsevier
Abstract Heterogeneous Multiprocessor Systems-on-a-Chip (MPSoCs) with programmable
hardware acceleration are currently gaining market share in the embedded device domain …

[PDF][PDF] Dataflow-based adaptation framework with coarse-grained reconfigurable accelerators

C Rubattu - Proceedings of the Cyber-Physical Systems PhD and …, 2018 - ceur-ws.org
Today, the demand of adaptive systems is constantly growing, especially in hard-
constrained contexts such as Cyber-Physical Systems. However, the efficient management …

Runtime adaptive hardware/software execution in complex heterogeneous systems

L Suriano - 2020 - oa.upm.es
Hoy en día, es indiscutible que la sociedad está en la era del Internet of Things (IoT) y la
Industria 4.0. Todos se benefician del uso de dispositivos electrónicos (es decir, teléfonos …

[PDF][PDF] Efficient Machine Learning on Heterogeneous Computing Systems through a Coordinated Runtime System

J Hyun - 2019 - core.ac.uk
As machine learning grows, a heterogeneous computing system is actively used for a
solution to increase the efficiency of machine learning. Although there are the prior studies …

Response time analysis of parameterized dataflow applications on heterogeneous SW/HW systems

C Rubattu - 2020 - theses.hal.science
In contexts such as embedded and cyber-physical systems, the design of a desired
functionality under constraints increasingly requires a parallel execution of different tasks on …

[引用][C] Heterogeneity-aware resource management techniques for data-intensive applications

M Han - 2024 - Ulsan National Institute of Science …